Upload
others
View
1
Download
0
Embed Size (px)
Citation preview
The Application of Advanced Oxidation Processes
(AOPs) and Development of Electrochemical
Advanced Oxidation Processes (EAOPs)
From Bench to Pilot Scale
American Chemistry Society Annual Meeting Boston Aug 21th 2018
Brook Byers Institute for Sustainable Systems
School of Civil and Environmental Engineering
Georgia Institute of Technology
Xiaoyang Meng Weiqiu Zhang John Crittenden
Advanced Oxidation processes (AOPs) that produce
hydroxyl radicals (HOmiddot) at ambient temperature and
atmospheric pressure are promising water treatment
technology
HOmiddot radicals are highly reactive electrophiles that react
rapidly and non-selectively with the electron-rich sites of
compounds
HOmiddot radicals are capable of mineralizing organic compounds
into carbon dioxide CO2 and water H2O
Introduction ndash What are AOPs 12
Introduction ndash What are AOPs 22
According to Bolton and Carter (Bolton and Cater 1994) the
following general pattern of oxidation is observed for AOPs
The most significant observed by-products are the carboxylic
acids due to the fact that the second order rate constants for
these compounds are much lower than those for most
organics However if adequate reaction time is provided all
by-products (gt99 as measured by a TOC mass balance) are
destroyed
Oxidized Pollutants are more biodegradable We will show a
practical application
Organic Carboxylic Carbon dioxideAldehydespollutant acids and mineral acids
AOPs Investigated
Electrochemical AOPs Anode H2O rarr HOmiddot + e- + H+
Electrochemical
Advanced Oxidation
Electrochemical
Oxidation
Direct Oxidation
(Direct Electron Transfer on Anode)
amp
Indirect Oxidation(Oxidants Generated on Anode)
Principals of Electrochemical AOPs
Wastewater Flow
e
Cathode
Cations
Anode
Anions
Electron flow depends on ion flow
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
We use semiconductors
as anode materials
Hydroxyl Radical Generation for 2D
Electrode
Schematic of the three-
dimensional electrode system
The anode material is a wire
mesh of blue-TiO2 nanotubes
combined with SnO2-Sb
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Three-Dimensional EAOP System
Cathode119890 + +119867+ rarr 121198672
Electrochemical Oxidation Processes
2-Dimensional and 3-Dimensional Electrodes
3D Electrode
bull Lower cell voltage lower EEO
bull Works with low ionic strength
EAOP Systems Comparison
Loss Electron Oxidation (LEO) Oxidation Potential vs NHE
21198672119874 rarr 4119867+ + 4119890minus + 1198742 1198640 = minus123 119881
2H2119874 rarr 11986721198742 + 2119867+ + 2119890minus 1198640 = minus177 119881
211987811987442minus rarr 11987821198748
2minus + 2119890minus 1198640 = minus201 119881
1198672119874 + 1198742 rarr 1198743 + 2119867+ + 2119890minus 1198640 = minus207 119881
11987811987442minus rarr 1198781198744
minus middot +119890minus 1198640 = minus260 119881
1198672119874 rarr 119867119874 middot +119867+ + 119890minus 1198640 = minus274 119881
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Ideally we want every electron to
create one HO∙
Band Gap Engineering
Gain Electron Reduction (GER) Reduction Potential vs NHE
2119867+ + 2119890minus rarr 1198672 1198640 = 000 119881
1198742 + 2119867+ + 2119890minus rarr 11986721198742 1198640 = 062 119881
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Advanced Oxidation processes (AOPs) that produce
hydroxyl radicals (HOmiddot) at ambient temperature and
atmospheric pressure are promising water treatment
technology
HOmiddot radicals are highly reactive electrophiles that react
rapidly and non-selectively with the electron-rich sites of
compounds
HOmiddot radicals are capable of mineralizing organic compounds
into carbon dioxide CO2 and water H2O
Introduction ndash What are AOPs 12
Introduction ndash What are AOPs 22
According to Bolton and Carter (Bolton and Cater 1994) the
following general pattern of oxidation is observed for AOPs
The most significant observed by-products are the carboxylic
acids due to the fact that the second order rate constants for
these compounds are much lower than those for most
organics However if adequate reaction time is provided all
by-products (gt99 as measured by a TOC mass balance) are
destroyed
Oxidized Pollutants are more biodegradable We will show a
practical application
Organic Carboxylic Carbon dioxideAldehydespollutant acids and mineral acids
AOPs Investigated
Electrochemical AOPs Anode H2O rarr HOmiddot + e- + H+
Electrochemical
Advanced Oxidation
Electrochemical
Oxidation
Direct Oxidation
(Direct Electron Transfer on Anode)
amp
Indirect Oxidation(Oxidants Generated on Anode)
Principals of Electrochemical AOPs
Wastewater Flow
e
Cathode
Cations
Anode
Anions
Electron flow depends on ion flow
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
We use semiconductors
as anode materials
Hydroxyl Radical Generation for 2D
Electrode
Schematic of the three-
dimensional electrode system
The anode material is a wire
mesh of blue-TiO2 nanotubes
combined with SnO2-Sb
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Three-Dimensional EAOP System
Cathode119890 + +119867+ rarr 121198672
Electrochemical Oxidation Processes
2-Dimensional and 3-Dimensional Electrodes
3D Electrode
bull Lower cell voltage lower EEO
bull Works with low ionic strength
EAOP Systems Comparison
Loss Electron Oxidation (LEO) Oxidation Potential vs NHE
21198672119874 rarr 4119867+ + 4119890minus + 1198742 1198640 = minus123 119881
2H2119874 rarr 11986721198742 + 2119867+ + 2119890minus 1198640 = minus177 119881
211987811987442minus rarr 11987821198748
2minus + 2119890minus 1198640 = minus201 119881
1198672119874 + 1198742 rarr 1198743 + 2119867+ + 2119890minus 1198640 = minus207 119881
11987811987442minus rarr 1198781198744
minus middot +119890minus 1198640 = minus260 119881
1198672119874 rarr 119867119874 middot +119867+ + 119890minus 1198640 = minus274 119881
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Ideally we want every electron to
create one HO∙
Band Gap Engineering
Gain Electron Reduction (GER) Reduction Potential vs NHE
2119867+ + 2119890minus rarr 1198672 1198640 = 000 119881
1198742 + 2119867+ + 2119890minus rarr 11986721198742 1198640 = 062 119881
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Introduction ndash What are AOPs 22
According to Bolton and Carter (Bolton and Cater 1994) the
following general pattern of oxidation is observed for AOPs
The most significant observed by-products are the carboxylic
acids due to the fact that the second order rate constants for
these compounds are much lower than those for most
organics However if adequate reaction time is provided all
by-products (gt99 as measured by a TOC mass balance) are
destroyed
Oxidized Pollutants are more biodegradable We will show a
practical application
Organic Carboxylic Carbon dioxideAldehydespollutant acids and mineral acids
AOPs Investigated
Electrochemical AOPs Anode H2O rarr HOmiddot + e- + H+
Electrochemical
Advanced Oxidation
Electrochemical
Oxidation
Direct Oxidation
(Direct Electron Transfer on Anode)
amp
Indirect Oxidation(Oxidants Generated on Anode)
Principals of Electrochemical AOPs
Wastewater Flow
e
Cathode
Cations
Anode
Anions
Electron flow depends on ion flow
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
We use semiconductors
as anode materials
Hydroxyl Radical Generation for 2D
Electrode
Schematic of the three-
dimensional electrode system
The anode material is a wire
mesh of blue-TiO2 nanotubes
combined with SnO2-Sb
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Three-Dimensional EAOP System
Cathode119890 + +119867+ rarr 121198672
Electrochemical Oxidation Processes
2-Dimensional and 3-Dimensional Electrodes
3D Electrode
bull Lower cell voltage lower EEO
bull Works with low ionic strength
EAOP Systems Comparison
Loss Electron Oxidation (LEO) Oxidation Potential vs NHE
21198672119874 rarr 4119867+ + 4119890minus + 1198742 1198640 = minus123 119881
2H2119874 rarr 11986721198742 + 2119867+ + 2119890minus 1198640 = minus177 119881
211987811987442minus rarr 11987821198748
2minus + 2119890minus 1198640 = minus201 119881
1198672119874 + 1198742 rarr 1198743 + 2119867+ + 2119890minus 1198640 = minus207 119881
11987811987442minus rarr 1198781198744
minus middot +119890minus 1198640 = minus260 119881
1198672119874 rarr 119867119874 middot +119867+ + 119890minus 1198640 = minus274 119881
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Ideally we want every electron to
create one HO∙
Band Gap Engineering
Gain Electron Reduction (GER) Reduction Potential vs NHE
2119867+ + 2119890minus rarr 1198672 1198640 = 000 119881
1198742 + 2119867+ + 2119890minus rarr 11986721198742 1198640 = 062 119881
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
AOPs Investigated
Electrochemical AOPs Anode H2O rarr HOmiddot + e- + H+
Electrochemical
Advanced Oxidation
Electrochemical
Oxidation
Direct Oxidation
(Direct Electron Transfer on Anode)
amp
Indirect Oxidation(Oxidants Generated on Anode)
Principals of Electrochemical AOPs
Wastewater Flow
e
Cathode
Cations
Anode
Anions
Electron flow depends on ion flow
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
We use semiconductors
as anode materials
Hydroxyl Radical Generation for 2D
Electrode
Schematic of the three-
dimensional electrode system
The anode material is a wire
mesh of blue-TiO2 nanotubes
combined with SnO2-Sb
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Three-Dimensional EAOP System
Cathode119890 + +119867+ rarr 121198672
Electrochemical Oxidation Processes
2-Dimensional and 3-Dimensional Electrodes
3D Electrode
bull Lower cell voltage lower EEO
bull Works with low ionic strength
EAOP Systems Comparison
Loss Electron Oxidation (LEO) Oxidation Potential vs NHE
21198672119874 rarr 4119867+ + 4119890minus + 1198742 1198640 = minus123 119881
2H2119874 rarr 11986721198742 + 2119867+ + 2119890minus 1198640 = minus177 119881
211987811987442minus rarr 11987821198748
2minus + 2119890minus 1198640 = minus201 119881
1198672119874 + 1198742 rarr 1198743 + 2119867+ + 2119890minus 1198640 = minus207 119881
11987811987442minus rarr 1198781198744
minus middot +119890minus 1198640 = minus260 119881
1198672119874 rarr 119867119874 middot +119867+ + 119890minus 1198640 = minus274 119881
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Ideally we want every electron to
create one HO∙
Band Gap Engineering
Gain Electron Reduction (GER) Reduction Potential vs NHE
2119867+ + 2119890minus rarr 1198672 1198640 = 000 119881
1198742 + 2119867+ + 2119890minus rarr 11986721198742 1198640 = 062 119881
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Electrochemical
Advanced Oxidation
Electrochemical
Oxidation
Direct Oxidation
(Direct Electron Transfer on Anode)
amp
Indirect Oxidation(Oxidants Generated on Anode)
Principals of Electrochemical AOPs
Wastewater Flow
e
Cathode
Cations
Anode
Anions
Electron flow depends on ion flow
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
We use semiconductors
as anode materials
Hydroxyl Radical Generation for 2D
Electrode
Schematic of the three-
dimensional electrode system
The anode material is a wire
mesh of blue-TiO2 nanotubes
combined with SnO2-Sb
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Three-Dimensional EAOP System
Cathode119890 + +119867+ rarr 121198672
Electrochemical Oxidation Processes
2-Dimensional and 3-Dimensional Electrodes
3D Electrode
bull Lower cell voltage lower EEO
bull Works with low ionic strength
EAOP Systems Comparison
Loss Electron Oxidation (LEO) Oxidation Potential vs NHE
21198672119874 rarr 4119867+ + 4119890minus + 1198742 1198640 = minus123 119881
2H2119874 rarr 11986721198742 + 2119867+ + 2119890minus 1198640 = minus177 119881
211987811987442minus rarr 11987821198748
2minus + 2119890minus 1198640 = minus201 119881
1198672119874 + 1198742 rarr 1198743 + 2119867+ + 2119890minus 1198640 = minus207 119881
11987811987442minus rarr 1198781198744
minus middot +119890minus 1198640 = minus260 119881
1198672119874 rarr 119867119874 middot +119867+ + 119890minus 1198640 = minus274 119881
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Ideally we want every electron to
create one HO∙
Band Gap Engineering
Gain Electron Reduction (GER) Reduction Potential vs NHE
2119867+ + 2119890minus rarr 1198672 1198640 = 000 119881
1198742 + 2119867+ + 2119890minus rarr 11986721198742 1198640 = 062 119881
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Wastewater Flow
e
Cathode
Cations
Anode
Anions
Electron flow depends on ion flow
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
We use semiconductors
as anode materials
Hydroxyl Radical Generation for 2D
Electrode
Schematic of the three-
dimensional electrode system
The anode material is a wire
mesh of blue-TiO2 nanotubes
combined with SnO2-Sb
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Three-Dimensional EAOP System
Cathode119890 + +119867+ rarr 121198672
Electrochemical Oxidation Processes
2-Dimensional and 3-Dimensional Electrodes
3D Electrode
bull Lower cell voltage lower EEO
bull Works with low ionic strength
EAOP Systems Comparison
Loss Electron Oxidation (LEO) Oxidation Potential vs NHE
21198672119874 rarr 4119867+ + 4119890minus + 1198742 1198640 = minus123 119881
2H2119874 rarr 11986721198742 + 2119867+ + 2119890minus 1198640 = minus177 119881
211987811987442minus rarr 11987821198748
2minus + 2119890minus 1198640 = minus201 119881
1198672119874 + 1198742 rarr 1198743 + 2119867+ + 2119890minus 1198640 = minus207 119881
11987811987442minus rarr 1198781198744
minus middot +119890minus 1198640 = minus260 119881
1198672119874 rarr 119867119874 middot +119867+ + 119890minus 1198640 = minus274 119881
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Ideally we want every electron to
create one HO∙
Band Gap Engineering
Gain Electron Reduction (GER) Reduction Potential vs NHE
2119867+ + 2119890minus rarr 1198672 1198640 = 000 119881
1198742 + 2119867+ + 2119890minus rarr 11986721198742 1198640 = 062 119881
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Schematic of the three-
dimensional electrode system
The anode material is a wire
mesh of blue-TiO2 nanotubes
combined with SnO2-Sb
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Three-Dimensional EAOP System
Cathode119890 + +119867+ rarr 121198672
Electrochemical Oxidation Processes
2-Dimensional and 3-Dimensional Electrodes
3D Electrode
bull Lower cell voltage lower EEO
bull Works with low ionic strength
EAOP Systems Comparison
Loss Electron Oxidation (LEO) Oxidation Potential vs NHE
21198672119874 rarr 4119867+ + 4119890minus + 1198742 1198640 = minus123 119881
2H2119874 rarr 11986721198742 + 2119867+ + 2119890minus 1198640 = minus177 119881
211987811987442minus rarr 11987821198748
2minus + 2119890minus 1198640 = minus201 119881
1198672119874 + 1198742 rarr 1198743 + 2119867+ + 2119890minus 1198640 = minus207 119881
11987811987442minus rarr 1198781198744
minus middot +119890minus 1198640 = minus260 119881
1198672119874 rarr 119867119874 middot +119867+ + 119890minus 1198640 = minus274 119881
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Ideally we want every electron to
create one HO∙
Band Gap Engineering
Gain Electron Reduction (GER) Reduction Potential vs NHE
2119867+ + 2119890minus rarr 1198672 1198640 = 000 119881
1198742 + 2119867+ + 2119890minus rarr 11986721198742 1198640 = 062 119881
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Electrochemical Oxidation Processes
2-Dimensional and 3-Dimensional Electrodes
3D Electrode
bull Lower cell voltage lower EEO
bull Works with low ionic strength
EAOP Systems Comparison
Loss Electron Oxidation (LEO) Oxidation Potential vs NHE
21198672119874 rarr 4119867+ + 4119890minus + 1198742 1198640 = minus123 119881
2H2119874 rarr 11986721198742 + 2119867+ + 2119890minus 1198640 = minus177 119881
211987811987442minus rarr 11987821198748
2minus + 2119890minus 1198640 = minus201 119881
1198672119874 + 1198742 rarr 1198743 + 2119867+ + 2119890minus 1198640 = minus207 119881
11987811987442minus rarr 1198781198744
minus middot +119890minus 1198640 = minus260 119881
1198672119874 rarr 119867119874 middot +119867+ + 119890minus 1198640 = minus274 119881
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Ideally we want every electron to
create one HO∙
Band Gap Engineering
Gain Electron Reduction (GER) Reduction Potential vs NHE
2119867+ + 2119890minus rarr 1198672 1198640 = 000 119881
1198742 + 2119867+ + 2119890minus rarr 11986721198742 1198640 = 062 119881
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Loss Electron Oxidation (LEO) Oxidation Potential vs NHE
21198672119874 rarr 4119867+ + 4119890minus + 1198742 1198640 = minus123 119881
2H2119874 rarr 11986721198742 + 2119867+ + 2119890minus 1198640 = minus177 119881
211987811987442minus rarr 11987821198748
2minus + 2119890minus 1198640 = minus201 119881
1198672119874 + 1198742 rarr 1198743 + 2119867+ + 2119890minus 1198640 = minus207 119881
11987811987442minus rarr 1198781198744
minus middot +119890minus 1198640 = minus260 119881
1198672119874 rarr 119867119874 middot +119867+ + 119890minus 1198640 = minus274 119881
119860119899119900119889119890 rarr ℎ119907119887+ + 119890119888119887
minus
ℎ+ + 1198672119874 rarr 119867119874 sdot +119867+
Ideally we want every electron to
create one HO∙
Band Gap Engineering
Gain Electron Reduction (GER) Reduction Potential vs NHE
2119867+ + 2119890minus rarr 1198672 1198640 = 000 119881
1198742 + 2119867+ + 2119890minus rarr 11986721198742 1198640 = 062 119881
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Base substrate for Anode 1 and 2 Ti (2~3 mm thick)
Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Inner Layer TiO2 Nanotube array
Intermediate layer -SnO2-Sb (Sb2O4)
Outer Layer PTFE-PbO2
Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
Inner Layer Blue TiO2 Nanotube array
Outer Layer -SnO2-Sb (Sb2O4)
TiO2 band gap rutile 30 eV anatase 32 eV blue 33 eV
SnO2 band gap rutile 36 eV PbO2 16 eV (good for higher
current densities)
Multi-Layered Semiconductor Anode
Mixed Metal Oxide electrode (MMO)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
a) b)
c)
SEM of (a) TiO2-Nanotubes Substrate (b) SnO2-Sb intermediate layer
(c) PTFEPbO2 electrode
SEM Characterization of Layers Anode 1Anode 1 TiO2 NanotubesSnO2-SbPTFE-PbO2
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Half coated surface (coated only 5 times which
still expose some nanotubes surface) with non-
aging sol-gel (exhibit less compact morphology
and large crystal size)
Fully coated aged SnO2-Sb layer (15 times coating)
shows compact crystals configuration and smaller
size which improved surface area and surface
reaction sites
Half-Coated Non-Aged vs Fully
Coated Aged Anode 2Anode 2 Blue TiO2 NanotubesAged SnO2-Sb
The estimated life time of Blue TiO2 nanotubes and Aged SnO2-Sb is 2189
and 4794 h at operational current densities of 10 and 5 mAcm2
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Characterization Voltammetry
Linear sweep voltammetry (LSV) of the 1 2 anode BDD for a 05 M H2SO4 solution (pH = 0) Scan rate is
10 mVs The standard reduction potentials (pH=0) for O2 H2O2 O3 and HOmiddot are +123 V +177 V +207 V
and +274 V
Patent
Pending
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
119889 119861119860
119889119905= 119896119861119860119867119874 times 119861119860 times 119867119874 119904119904
= 119896119861119860[119861119860]
119867119874 119904119904 =119896119861119860
119896119861119860119867119874
Anode material 2 743times10-14 molL
Anode material 1 477times10-14 molL
The steady state hydroxyl radical
concentration is estimated from 1 mM
benzoic acid degradation in a 30 mM
NaClO4 at 5 mAcm2 [HO]=kBAkHO
119896119861119860119867119874 = 59 times 109119871(119898119900119897119904)
Hydroxyl Radicals Production Comparison
Actual industrial used anode TiPbO2
Pilot treatment results will show in a minute
These blue NTA are unstable because they are not
coated with SnO2 ndash Sb
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
The stoichiometric equation for benzoic acid is given as
119862711986761198742 + 121198672119874 rarr 71198621198742 + 30119867+ + 30119890minus
We define the electron efficiency to be
119864119864 =32
12middot (
119899
4119909) middot
119889 119879119874119862
119889 119862119874119863
Where TOC in mg (c)L and COD in mg (1198742)L n is the
number of electrons transfer from the anode for a
complete oxidation reaction and x is the number of
carbon atoms in the organic contaminants
According to the equation and calculation the electron
efficiency for 2D and 3D systems in this case are
119864119864 2119863 = 0866 (866) and 119864119864 3119863 = 1067 (1067)
For 1mmolL (~122mgL) TOC ~90mgL COD
~190mgL
Low electrolyte concentration condition 0005 M Na2SO4
Electron Efficiency (Faraday Efficiency)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Investigate amp optimize electrode
spacing amp fluid velocity
Mass Transfer Impact of EAOPs
We used Differential Column Batch Reactor (DCBR)
in experiments
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
(a) ofloxacin destruction by 1 anode for various electrode spacing (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Electrode Spacing
for 2D Electrode
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
(a) ofloxacin destruction on 1 anode for various fluid velocity (b) pseudo-first-order rate constants (c) EEO
Anode surface area 10 cm2 electrode spacing 1 cm fluid velocity 0033 ms initial ofloxacin concentration 20
mgL voltage 35-86 V electrolyte concentration is 005 M Na2SO4 pH value 625 and temperature is 25
Mass Transfer Impact Fluid Velocity
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
120570 =119896119891 sdot 120579
119896119891 sdot 120579 + 119896119872119886119909 sdot 119889
Effectiveness factor in different fluid velocity and the best fitted model 1
anode surface area 10 cm2 electrode spacing 1 cm electrolyte 005 M
Na2SO4 solution current density 30 mAcm2 initial ofloxacin concentration
20 mgL voltage 63-64 v pH value 625 temperature 25
l
du
Plain channel
119878ℎ =119896119891 sdot 119889
119863119897= 33 sdot
119889
119897sdot Re sdot 119878119888
13
Re =120588 sdot 119906 sdot 119889
120583
119878119888 =120583
120588 sdot 119863119897
120570 =119903119900119887119904
119903max=
119896119900119887119904 119877
119896max 119877
Sherwood number
Reynolds number
Schmidt number
Ω = 0436 means more than
56 oxidation rate reduced
by mass transfer
Mass Transfer Impact Effectiveness Factor
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Many AOP follow a pseudo-first order rate
EEO is useful because if EEO is 5kWhr-order then if
you supply 5 1
15 kWm3 then you will 90 99 999 destruction of
the parent compound
Note COD and TOC have a much slower rate
Byproducts are less toxic and more biodegradable
Figure of Merit Electrical Energy Used per
Order (EEO) of Parent Compound Destroyed
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
EEO in Conventional AOPs
Conventional AOP Example EEO in UVH2O2
119864119864119874 =119875 times 119905
119881 times log1198620119862
+11986211986721198742
times00022119897119887
119892times 11986411986721198742
log1198620119862
119864119864119874 =2303 times 119875 times 1198961 11986721198742 0 + 1198962 1198671198621198743
minus0 + 1198963 119873119874119872 0 + 1198964 119877 0 times ε11986721198742
11986721198742 0 + ε119877 119877 0 + ε119873119874119872 119873119874119872 0
119875119880119881 times 1198964 times ε1198672119874211986721198742 0 times 1 minus 10minus119860 times V
+ 34 gramL times 11986721198742 0 times 00022 119897119887119892119903119886119898 times 11986411986721198742 times 1000 Lm3
bull Target contaminant concentrations oxidant dosage NOM determine the EEO of
conventional AOPs
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
EEO in EAOPs
EEO in EAOPs
EEO =v times j times A times V times t
V times logC0C
=v times j times A times t
logC0C
EEO =v times j times A
0434 times 119896119878 times Ω
v voltage V
j current densitymA
cm2
A surface area per volumem2
m3
V volumem3
C concentrationmol
m3
ks surface reaction rate sminus1
kobs observed reaction rate sminus1
Ω effectiveness factor
Ω =119896119900119887119904
119896119878
bull Target contaminants concentration dose does not effect EEO in EAOPs
bull EEO is a constant under same operational conditions
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
01 1 10 100 1000 10000 100000
Ultrapure Water
Distilled Water
Tap Water
Potable Water In The US
Surface Water
Industrial Wastewater
Seawater
Conductivity microScm
Water Streams Conductivity Guide
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
2D vs 3D EEO Comparison
Degradation of 1 mmolL benzoic acid in a 470 mL differential column batch reactor pH controlled
~68 surface water used has a low conductivity 112 microscm controlled current density is 30 mAcm2
2D anode size is 10 cm2 3D used 80 meshed Ti gauze has surface area 718 cm210 cm2 DCBR
operated at Re 194 Sc 2727 Sh 194 kf 64times10-6 ms Dl 9times10-6 cm2s
2D Electrode
3D Electrode
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
EEO Analysis in EAOPs
Electrolyte
Concentration
BA
concentrati
on
Voltage Current
Density
EEO
molL mgL V mAcm2 kWhm3
Surface
Water+BA~00004
(113 microScm)
24
(02 mM) 60 105 1738Surface
Water+BA 00004122
(1 mM) 60 105 2003Industrial
Water+BA
01
(16210
microScm) 24 73 304 175Industrial
Water+BA 01 122 8 30 207
Voltage Current
Density
EEO
V mAcm2 kWhm3
152 105 868
3D System2D System
bull Ionic strength is important in EAOPs NOM is not
bull Initial concentration C0does not effect EEO (at least for the
concentrations we tested)
bull Accordingly the pseudo ndash first surface rate constant is same for
different influent concentrations and the same operational
conditions for the conditions we tested
bull We expect to see the reaction rate to decrease with high C0 because
at high concentrations all the reactions site on the anode will be
occupied preventing the oxidation rate from increasing (Langmuir-
Hinshelwood Hougen Watson kinetics confirmation needed)
53 304 290
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Conventional AOPs vs EAOPs Modeling 13
A case study to compare EEOs for
UVH2O2 H2O2O3 UVHOCl UVPersulfate UVTiO2
EAOPs (two-dimensional and three-dimensional)
Simulation Conditions[HCO3
minus] = 3 mM [NOM] = 2 mgL [Cl-] = 0001 M
pH = 7 kBA = 59times10-9 L(molmiddotS)Same 22 W input energy gives UV light intensity = 164times10-6 Einstein s-1 L-1
Initial Concentrations [R] (Benzoic Acid in this case) = 20 200 2000 mgL
Quantum yield
UVH2O2 = 05 UVHOCl = 09 UVPersulfate = 07
UVTiO2 = 004 (light transmission efficiency = 04)
Chemical production energy
H2O2 = 49 kWhlb persulfate = 49 kWhlb HOCl = 51 kWhlb O3 = 5 kWhlb
Note TiO2 and electrodes production energies are not included in simulation
EAOPs assumptions amp parameters
J = 30 mAcm2 2D anode size A = 10 cm2 3D anode size A= 718 cm2 (80 meshed Ti gauze)
Sc = 2727 Sh = 194 Dl = 9times10-6 cm2s d = 1 cm
Note pumping energy is small compare to electricity and neglected in simulation
Q = 20 mLmin Re = 1851 kf = 235times10-6 ms
Q = 500 mLmin Re = 46296 kf = 688times10-6 ms
Q = 2000 mLmin Re = 203704 kf = 113times10-5 ms (Re lt 2100 in laminar flow)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
9072 [TiO2]=300 mgL
4022 [Persulfate]=16 gL
2718 [H2O2]=0612 gL
2442 [HOCl]=026 gL
679 [H2O2]=0028 mgL
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC
[R]0 = 200 mgL
~140 mgL TOC
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704
Conventional AOPs vs EAOPs Modeling 23
Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Conventional AOPs vs EAOPs Modeling 33
AOPs Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
UVTiO2 1038 [TiO2]=300 mgL
UVPersulfate 128 [Persulfate]=117 gL
UV H2O2 090 [H2O2]=0204 gL
UVHOCl 367 [HOCl]=014 gL
H2O2O3 0015 [H2O2]=00206 mgL
[R]0 = 20 mgL
~16 mgL TOC For low concentration treatment
objectives EAOPs may not be as good as
compared to conventional AOPs
Conventional UVH2O2 and H2O2O3 are
the best conventional AOPs for BA
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Conventional AOPs vs EAOPs Modeling 33
Minimal
EEO
(kWhm3)
Optimal
OxidantCatalyst
Dosage
88271 [TiO2]=300 mgL
8208 [Persulfate]=581 gL
1768 [H2O2]=184 gL
8335 [HOCl]=0776 gL
17648 [H2O2]=0035 mgL
[R]0 = 2000 mgL
~1379 mgL TOC For high concentration treatment objectives
EAOPs are more energy efficient
3D-EAOP saves more energy than 2D because
it requires lower applied voltage
3D-EAOP works better than 2D in low ion
strength treatment
Electrolyte
(Na2SO4)
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
0M3702
0001M 6466 2405
0005M 3781 2069
001M 2676 1552
01M 469 1294
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3545
6015 2260
3559 1937
2504 1448
455 1207
2D-EAOP
EEO
(kWhm3)
3D-EAOP
EEO
(kWhm3)
3404
5634 2136
3367 1824
2357 1360
443 1132
Re = 1851 Re = 46296 Re = 203704Mass Transfer Increase
Ion
Str
en
gth
In
crease
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Limiting Current in Different Conditions
jlim = n times F times kf times Csalt
Electrolyte
Concentration Q Q Q
Na2SO4 mlmin mlmin mlmin
20 500 2000
Re Re Re
1852 46296 185185
kf kf kf
ms ms ms
235405E-06 688E-06 109E-05
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0001 068 199 316
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
0005 341 996 1581
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
001 681 1992 3163
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
005 3407 9962 15814
jlim jlim jlim
molL mAcm2 mAcm2 mAcm2
01 6814 19924 31627
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Parameters Symbol Units Value
Influent concentration C0 mgL 20
Effluent concentration Ce mgL 02
Flow rate Q m3day 1000
Pseudo first order rate constant k min 0042
Size of reactor VRequired m3 38 m3
Detention time τ min 548
Electrode spacing d cm 1
Fluid velocity u ms 0033
Electrolyte Na2SO4 Concentration M 005
Current density J mAcm2 30
Assuming a Plug Flow Reactor (PFR) to be Confirmed with CFD
Full Scale Reactor Design
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Full Scale Reactor Design
Rough Design of Reactor (top view)
1 2 3 4 5 6 7 8 9 10
105 meters
long
10 meters
electrodes
10 meters
2 meters deep
Reactor Channel
1 meter
hellip
5 cm 95 cmInfluent Effluent
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Capital Expenditure Operational Expenditure
CapEx vs OpEx
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Cost Analysis for Preliminary Design
The total costs (capital costs + energy costs) as a function of different electrode spacing for different theoretical
reaction rate In here the treatment objective is 99 removal flow rate is 1000 m3day and the fluid velocity is 00116
ms The flow channel has eddy promoter and its electrode spacing and obstacle distance ratio is 13 The electricity
price is $00512kWh and the pumping power is 853 kW The electrode price is $300m2 and its lifetime is 2000 h
Currently we are at only Ω=0436
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Computer-based First-Principles Kinetic Model
Reaction Pathway Generator
(Graph Theory)
Rate Constants Estimator
(Group Contribution Method
Free Energy Linear
Relationship
Genetic Algorithm)
Ordinary Differential
Equations
(ODEs) Generator and Solver
(Gearrsquos Algorithm or
Monte Carlo algorithm)
Kinetic Monte Carlo Solver can
solve 1 million ODEs on PC
within 30 minutes
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Complexity of Reaction PathwayExample
General reaction mechanisms that HObull initiates based on past experimental studies
Stefan and Bolton 1998 1999 1999 Stefan et al 1996 2000 Cooper et al 2009 Li et al 2004 2007 von Sonntag and
Schuchmann 1984 Schuchmann and von Sonntag 1979
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Type of mechanismNumber of
speciesNumber of reactions
Full mechanism 120 370
Reduced mechanism 41 89
The criterion for DRG method is 1
Reaction rate constants are obtained from group contribution method (Minakata et al 2009 ESampT 43 6220-6227) and literature includingNate et al 1990 J Phys Chem Ref Data 19 413-513Nate et al 1995 J Phys Chem Ref Data 25 709-1050Buxton et al 1988 J Phys Chem Ref Data 17 513-886von Sonntag et al 1991 Angeuz Chem Int Ed Engl 30 1229-1253Li et al 2009 ESampT 43 2831-2837Li et al 2007 ESampT 41 1696-1703
Initial concentration of TCE 108 mM
Initial concentration of O2 22 mM
Initial concentration of H2O2 104 mM
Initial pH 59
Wave length of UV 200~300 nm
Light intensity779times10-6
EinsteinLmiddots
Reactor typeCompletely mixed batch reactor
Reaction time 30 min
Comparison of concentration profiles of major species for experimental data (Li Stefan Crittenden 2007 ESampT 41 1696-1703) and simulation results
00
20
40
60
80
100
120
00
02
04
06
08
10
12
0 5 10 15 20 25 30[H
2O
2]
(mM
)
[Ma
jor
spec
ies]
(m
M)
Time(min)
TCE exp
formic acid exp
oxalic acid exp
20 times DCA exp
20 times MCA exp
TCE cal
formic acid cal
oxalic acid cal
20 times DCA cal
20 times MCA cal
H2O2 exp
H2O2 cal
The photolysis of TCE was added manually because it is not included in this version of the pathway generator
Predicted Concentration Profiles of
Trichloroethene (TCE) and Stable-byproducts in UVH2O2 AOP
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
Comparison of number averaged molecular
weight (MW) for experimental data
(Vijayalakshmi et al J Appl Polym Sci 2006
100 3997-4003) and on-the-fly KMC model
The KMC model used a population number of 108L to
represent a concentration of 1molL
0
02
04
06
08
1
12
14
16
18
0 25 50 75 100 125 150 175 200
Aver
aged
mole
cu
lar
wei
gh
t (1
05
gm
ol)
Time (min)
Experiment
On-the-fly KMC
0
02
04
06
08
1
12
0 25 50 75 100 125 150 175 200
Nu
mb
er o
f re
act
ion
s (1
06)
Time (min)
Time evolvement of the number of generated
reactions for the degradation of PAM during the
UVTiO2 process
Degradation of Polyacrylamide (PAM)
Simulation Results for PAM Degradation in UVTiO2 AOP
Guo X Minakata D and Crittenden J 2015 On-the-fly kinetic Monte Carlo simulation of aqueous phase advanced oxidation processes Environmental science amp technology 49(15) pp9230-9236
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
1 Crittenden John C Shumin Hu David W Hand and Sarah Green ldquoA Kinetic Model for H2O2UV Process in a Completely Mixed Batch Reactorrdquo Water Research 33(10) 2315-2328 (1999)
2 Li K Crittenden JC Computerized pathway elucidation for hydroxyl radical induced chain reaction mechanisms in aqueous phase AOPs Environmental Science amp Technology 2009 43(8) 2831-2837
3 Li K Stefan MI Crittenden JC Trichloroethene degradation by UVH2O2 advanced oxidation process product study and kinetic modeling Environmental Science amp Technology 2007 41 1696-1703
4 Li K M I Stefan and J C Crittenden ldquoUV Photolysis of Trichloroethylene (TCE) Product Study and Kinetic Modelingrdquo Environmental Science and Technology Vol 38 No 24 6685-6693 (2004)
5 Ke Li David R Hokanson John C Crittenden R Rhodes Trussell and Daisuke Minakata ldquoEvaluating UVH2O2 Processes for Methyl tert-Butyl Ether (MtBE) and tertiary Butyl Alcohol (TBA) Removal from
Drinking Water Source Effect of Pretreatment Options and Light Sourcesrdquo Water Research 2008 Volume 42 (20) 5045-5053
6 Minakata D Li K Westerhoff P Crittenden J Development of a group contribution method to predict aqueous phase hydroxyl radical reaction rate constants Environmental Science amp Technology 2009 43
6220-6227
7 Minakata D Crittenden J Linear Free Energy Relationships between the Aqueous Phase Hydroxyl Radical (HObull) Reaction Rate Constants and the Free Energy of Activation Environmental Science amp Technology
2011a 45 3479-3486
8 Minakata D Song W Crittenden J Reactivity of aqueous phase hydroxyl radical with halogenated carboxylate anions Experimental and theoretical studies Environmental Science amp Technology 2011 45 6057-
6065
9 Daisuke Minakata Stephen P Mezyk Jace W Jones Brittany R Daws John C Crittenden ldquoDevelopment of Linear Free Energy Relationships for Aqueous Phase Radical-Involved Chemical Reactionsrdquo
Environmental Science amp Technology 2014 48 (23) 13925-13932
10 Xin Guo Daisuke Minakata John C Crittenden ldquoOn-the-Fly Kinetic Monte Carlo Simulation of Aqueous Phase Advanced Oxidation Processesrdquo Environmental Science and Technology 2015 49 (15) 9230ndash9236
11 Guo X Minakata D Crittenden JC ldquoComputer-Based First-Principles Kinetic Monte Carlo Simulation of Polyethylene Glycol Degradation in Aqueous Phase UVH2O2 Advanced Oxidation Processrdquo
Environmental Science amp Technology 2014 48 10813minus10820
12 Xin Guo Daisuke Minakata Junfeng Niu John C Crittenden ldquoComputer-based First-principles Kinetic Modeling of Degradation Pathways and Byproduct Fates in Aqueous Phase Advanced Oxidation Processesrdquo
Environmental Science and Technology 2014 48 (10) pp 5718ndash5725
13 Yajie Qian Xin Guo Yalei Zhang Yue Peng Peizhe Sun Ching-Hua Huang Junfeng Niu Xuefei Zhou John C Crittenden ldquoPerfluorooctanoic Acid Degradation Using UVminusPersulfate Process Modeling of the
Degradation and Chlorate Formationrdquo 2015 Environmental Science and Technology 50 (2) 772ndash781
14 Ruzhen Xie Xiaoyang Meng Peizhe Sun Junfeng Niu Wenju JiangLawrence Bottomley Duo Li Yongsheng Chen John C CrittendenrdquoElectrochemical Oxidation of Ofloxacin Using a TiO2-based SnO2-
SbPolytetrafluoroethylene Resin-PbO2 Electrode Reaction Kinetics and Mass Transfer Impactrdquo 2016 Applied Catalysis B Environmental 203 (2017) 515ndash525
15 Westerhoff Paul Moon Hye Minakata Daisuke Crittenden John ldquoOxidation of Organics in Retentates from Reverse Osmosis Wastewater Reuse Facilitiesrdquo Water Research 43 (16) 3992-2998
16 Liu L Chen F Yang F Chen Y Crittenden J ldquoPhotocatalytic degradation of 24-dichlorophenol using nanoscale FeTiO2rdquo Chemical Engineering Journal 2012 181ndash182 (0)189-195
References
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
References
17 Ying Wang Jiasheng Fang John C Crittenden Chanchan Shen ldquoNovel RGO120572-FeOOH Supported Catalyst for Fenton Oxidation of Phenol at a Wide pH Range Using Solar-Light-Driven Irradiationrdquo 2017 Journal
of Hazardous Materials 329 321ndash329
18 Xiaodong Ma Mengying Zhao Qin Pang Meihua Zheng Hongwen Sun John C Crittenden Yanying Zhu Yongsheng Chen ldquoDevelopment of Novel CaCO3Fe2O3 Nanorods for Low Temperature 12-
Dichlorobenzene Oxidationrdquo 2017 Applied Catalysis A General 522 (2016) 70ndash79
19 Heacutector L Otaacutelvaro-Mariacuten Miguel Angel Mueses John C Crittenden Fiderman Machuca-Martinez ldquoSolar Photoreactor Design by the Photon Path Length and Optimization of the Radiant Field in a TiO2-based CPC
Reactorrdquo 2017 Chemical Engineering Journal 315 283ndash295
20 Qi Wang Naxin Zhu Enqin Liu Chenlu Zhang John C Crittenden Yi ZhangYanqing CongldquoFabrication of Visible-Light Active Fe2O3-GQDsNF-TiO2 Composite Film with Highly Enhanced
Photoelectrocatalytic Performancerdquo 2017 Applied Catalysis B Environmental 205 347ndash356
21 Junfeng Niu Lifeng Yin Yunrong Dai Yueping Bao John C Crittenden ldquoDesign of Visible Light Responsive Photocatalysts for Selective Reduction of Chlorinated Organic Compounds in Waterrdquo 2016 Applied
Catalysis A General 521 90ndash95
22 Chaojie Jiang Lifen Liu John C Crittenden ldquoAn Electrochemical Process that Uses an Fe0TiO2 Cathode to Degrade Typical Dyes and Antibiotics and a Bio-anode that Produces Electricityrdquo 2016 Frontiers of
Environmental Science amp Engineering 10(4) 15
23 Yijing Xia Qizhou Dai Mili Weng Yue Peng Jinming Luo Xiaoyang Meng Xubiao Luo Jianmeng Chen John C Crittenden ldquoFabrication and Electrochemical Treatment Application of an Al-Doped PbO2
Electrode with High Oxidation Capability Oxygen Evolution Potential and Reusabilityrdquo2015 Journal of The Electrochemical Society 162 (10) E258-E262
24 Feng Duan Yuping Li Hongbin Cao Yi Wang John C Crittenden Yi Zhang ldquoActivated Carbon Electrodes Electrochemical Oxidation Coupled with Desalination for Wastewater Treatmentrdquo 2015 Chemosphere
125 205-211
25 Xing Linlin Xie Yongbing Cao Hongbin Minakata Daisuke Zhang Yi Crittenden John C ldquoActivated carbon-enhanced ozonation of oxalate attributed to HObull oxidation in bulk solution and surface oxidation
Effects of the type and number of basic sitesrdquo Chemical Engineering Journal 2014 245 71-79
26 Yao H Sun P Minakata D Crittenden JC Huang C-H ldquoKinetics and Modeling of Degradation of Ionophore Antibiotics by UV and UVH2O2rdquo Environmental Science and Technology 2013 (47) 4581-
45892
26 Li Yang et al Synergistic photogeneration of reactive oxygen species by dissolved organic matter and C60 in aqueous phase Environmental science amp technology 492 (2015) 965-973
28 Niu Junfeng et al Photocatalytic reduction of triclosan on AundashCu 2 O nanowire arrays as plasmonic photocatalysts under visible light irradiation Physical Chemistry Chemical Physics 1726 (2015) 17421-17428
29 Niu Junfeng et al Design of visible light responsive photocatalysts for selective reduction of chlorinated organic compounds in water Applied Catalysis A General 521 (2016) 90-95
30 Tianyin Huang Jiabin Chen Zhongming Wang Xin Guo John C Crittenden ldquoExcellent Performance of Cobalt-Impregnated Activated Carbon in Peroxymonosulfate Activation for Acid Orange 7 Oxidationrdquo 2017
Environmental Science and Pollution Research Volume 24 (10) 9651ndash9661
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)
References
31 Yang Li Junfeng Niu Enxiang Shang John C Crittenden ldquoPhotochemical Transformation and Photoinduced Toxicity Reduction of Silver Nanoparticles in the Presence of Perfluorocarboxylic Acids under UV
Irradiationrdquo Environmental Science and Technology 2014 48 (9) pp 4946ndash4953
32 Cao H Xing L Wu G Xie S Zhang SY Minakata D Crittenden JC ldquoPromoting effect of nitration modification on activated carbon in the catalytic ozonation of oxalic acidrdquo Applied Catalysis B
Environmental 2014 146 169-176
33 Konsowa A H Ossman M E Chen Y Crittenden J C ldquoDecolorization of industrial wastewater by ozonation followed by adsorption on activated carbonrdquo Journal of Hazardous Materials 176 (2010) 181-185
November 10 2009
34 Wipada Sanongraj Yongsheng Chen John Crittenden David Hand and David Perram ldquoDevelopment of Photocatalytic Oxidation Model Part I-Mathematical Model for Photocatalytic Destruction of Organic
Contaminants in Airrdquo Journal of the Air and Waste Management Association 571112ndash1122 September 2007
35 Chen Y JC Crittenden S Hackney L Sutter and DW Hand ldquoPreparation of a Novel TiO2-based p-n Junction Nanotube Photocatalystrdquo Environmental Science and Technology Vol 39 No 5 1201-1208 (2005)
36 Suri RPS J Liu JC Crittenden DW Hand and DL Perram Removal and Destruction of Organic Contaminants in Water Using Adsorption Steam Regeneration and Photocatalytic Oxidation A Pilot Scale
Studyrdquo Journal of Air and Waste Management Volume 49 (August 1999) 951 ndash 958
37 Burns RA JC Crittenden DW Hand VH Selzer LL Sutter SR Salman Effect of Inorganic Ions in the Heterogeneous Photocatalysis of Trichloroethene ASCE Journal of Environmental Engineering Vol
125 No 1 pp 77-85 (January 1999)
38 Liu J JC Crittenden DW Hand and DL Perram Regeneration of Adsorbents Using Heterogeneous Photocatalytic Oxidationrdquo Journal of Environmental Engineering Vol 122 No 8 pp 707-714 (1996)
39 Crittenden JC J Liu DW Hand and DL Perram Photocatalytic Oxidation of Chlorinated Hydrocarbons in Waterrdquo Water Research Vol31 No 3 pp 429-438 (1997)
40 Crittenden JC RPS Suri DL Perram and DW Hand Decontamination of Water Using Adsorption and Photocatalysisrdquo Water Research Vol 31 No 3 pp 411-418 (1997)
41 Crittenden JC Y Zhang DW Hand and DL Perram Destruction of Organic Compounds in Water Using Fixed-Bed Photocatalysts Journal of Solar Energy Engineering (ASME) Vol 118 No 5 pp 123 -129
(1996)
42 Crittenden JC Y Zhang DW Hand and DL Perram Solar Detoxification of Fuel-Contaminated Groundwater Using Fixed-Bed Photocatalystsrdquo Water Environment Research Vol 68 No 3 pp 270-278
(1996)
43 Zhang Y JC Crittenden and DW Hand The Solar Photocatalytic Decontamination of Waterrdquo Chemistry amp Industry Vol 18 pp 714-717 September (1994)
44 Mourand JT JC Crittenden DW Hand DL Perram and S Notthakun Regeneration of Spent Adsorbents Using Advanced Oxidationrdquo Water Environment Federation Vol 67 No 3 pp 355-363 (1995)
45 Hand DW DL Perram and JC Crittenden Destruction of DBP Precursors with Catalytic Oxidationrdquo American Water Works Association Journal Vol 87 No 6 pp 84-96 (1995)
46 Zhang Y JC Crittenden DW Hand and DL Perram Fixed-Bed Photo-catalysts for Solar Decontamination of Waterrdquo Environmental Science amp Technology Vol 28 No 3 pp 435-442 (1994)
47 Suri RPS J Liu DW Hand JC Crittenden DL Perram and ME Mullins Heterogeneous Photocatalytic Oxidation of Hazardous Organic Contaminants in Waterrdquo Water Environment Federation Vol 65 No
5 pp 665-673 (1993)