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Extended UNIQUAC model and its application to geothermal systems
ETH, 5th of December 2008
Kaj Thomsen
DTU Chemical Engineering
Technical University of Denmark
E-mail: [email protected]
DTU Chemiccal Engineering, Technical University of Denmark
The Technical University of Denmark
• Founded in 1829 by the Danish physicist Hans Christian Ørsted
• Moved to Lyngby in the sixties - 10 km north of Copenhagen
• Leading centre of engineering education and research in Denmark, the largest technical university in Northern Europe
• 7000 students
• 700 Ph.d. students
• 1500 researchers
• 18 departments
DTU Chemiccal Engineering, Technical University of Denmark
Models for electrolytes
• Activity coefficient models
– Long range interactions: Debye-Hückel electrostatic term
– Short range interactions:
• Pitzer virial expansion in molality
• Electrolyte NRTL
• OLI Aqueous model and OLI MSE model
• UNIQUAC
– Gas phase fugacity
• PR or SRK equation of state
• Equation of state for electrolytes
– Long range interactions: MSA
– Short range interactions: PR, SRK, SAFT
3
DTU Chemiccal Engineering, Technical University of Denmark 4
Extended UNIQUAC
• Excess gibbs energy function
– Debye-Hückel term
– UNIQUAC term
• Activity coefficients and thermal properties are derived by standard methods known from classical thermodynamics
• Standard UNIQUAC parameters
– Volume parameter for each species
– Surface area parameter for each species
– Interaction energy parameter for each pair of species
• Temperature dependence of interaction energy parameters
• Number of parameters:
– eUNIQUAC ~OLI MSE < ElecNRTL << Pitzer
DTU Chemiccal Engineering, Technical University of Denmark
Databank
• Over 120,000 experimental data on electronic form
– Activity/osmotic coefficient
– Enthalpy of mixing
– Heat capacity
– Degree of dissociation
– Gas solubility
– Density
– Salt solubility (Solid-liquid equilibrium)
– Liquid-liquid equilibrium
– Vapor-liquid equilibrium
5
DTU Chemiccal Engineering, Technical University of Denmark
Parameter estimation
• No binary solution of one ion in water
• No absolute data for single ions
• The hydrogen ion is used as anchor
– Parameters for the hydrogen ion are given fixed values
• UNIQUAC volume and surface area parameters considered adjustable
• Critical review of data
• Binary and ternary data of all types used
• Non-linear least squares optimization
• By using thermal properties in the parameter estimation a better temperature dependency of activity coefficients is achieved
05.12.2008 Extended UNIQUAC model and its application to geothermal systems
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DTU Chemiccal Engineering, Technical University of Denmark
Parameters
•H+, Na+, K+, NH4+, Ca2+, Mg2+, Mn2+, Fe2+, Co2+,
Ni2+, Cu2+, Zn2+, Ba2+, Sr2+
•F-, Cl-, Br-, NO3-, SO4
2-, HSO4-, OH-, CO3
2-, HCO3-
, S2O82-, SO3
2-, HSO3-, HPO4
-, H2PO4-
•H2O, CO2, NH3, SO2, H2SO4, H2S, HNO3, H3PO4, C12H22O11, CH3OH, C2H5OH, n-C3H7OH, i-C3H7OH, n-C4H9OH, i-C4H9OH, s-C4H9OH, t-C4H9OH, Monoethylene glycol, MDEA, MEA
7
DTU Chemiccal Engineering, Technical University of Denmark 05.12.2008 Extended UNIQUAC model and its application to geothermal systems
8
Relative permittivity of aqueous solutions
0
10
20
30
40
50
60
70
80
90
0 10 20 30 40 50 60 70 80 90 100
Mass % solute
Re
lati
ve
pe
rm
itti
vit
y
.
NaCl, Hasted et al, 1948Ethanol, Åkerlöf, 1932
Relative permittivity
DTU Chemiccal Engineering, Technical University of Denmark
Extended UNIQUAC versus ”Mixed solvent” approach
• In the ”Mixed solvent” approach, the standard state chemical potentials are functions of solvent composition
05.12.2008 Extended UNIQUAC model and its application to geothermal systems
9
* *
* *
, refer to chemical potential and activity
coefficient in the unsymmetric, mole fraction scale
Extended UNIQUAC approach:
ln ln
"Mixed solvent" approach:
i i
i i i i
ideal excess
M
i i
RT x RT
ln lnixed solvent Mixed solvent
i i
ideal excess
RT x RT
DTU Chemiccal Engineering, Technical University of Denmark
Solubility of NaCl in aqueous ethanol
05.12.2008 Extended UNIQUAC model and its application to geothermal systems
10
0%
5%
10%
15%
20%
25%
30%
0% 20% 40% 60% 80% 100%
Wt%
NaC
l
Wt% ethanol, Saltfree
T = 15 °C
ExperimentalElecNRTL
ElecNRTL optimized
OLI MSE
Extended UNIQUAC
DTU Chemiccal Engineering, Technical University of Denmark
Standard state properties
• The numerical values of standard state chemical potentials are needed for equilibrium calculations
• Such values for most solutes in the aqueous standard state and many salts have been published by NIST
• Those not found were fitted to experimental data
• Temperature dependency calculated with classical thermodynamic method
– Constant value for the heat capacity of solids
– Three parameter expression for the heat capacity of ions
• The pressure dependency will be discussed later
• Standard state properties independent of composition!
11
DTU Chemiccal Engineering, Technical University of Denmark 12
Equilibrium calculations
• Speciation equilibrium
• +
• Solid-liquid equilibrium
• Vapor-liquid equilibrium
• Liquid-liquid equilibrium
DTU Chemiccal Engineering, Technical University of Denmark 13
Speciation equilibria
NH3(aq)+H2O NH4+(aq)+OH-(aq)
Equilibrium condition:
-3 2 4
- -3 24 4
3 2
* * * 0 * *
*
- -- ln
NH H O NH OH
NH H ONH OH NH OH
NH H O
a a
RT a a
DTU Chemiccal Engineering, Technical University of Denmark 16.10.2008 Thermodynamic modelling of phase equilibria and thermal properties of
the CO2 – NH3 – H2O system 14
Speciation at 40 °C in 12 molal NH3 measured by IR spectrometry (Lichtfers, 2000)
Same scale on the ordinate axis on the two figures (mol/kg water)
DTU Chemiccal Engineering, Technical University of Denmark
Solid-liquid equilibrium
• CaSO4·2H2O (s) Ca2+(aq)+ SO42-(aq) + 2H2O (l)
• At equilibrium, the chemical potential of the pure crystalline salt(hydrate) equals the sum of the chemical potentials of the salts components in solution
• It is required that other salts are not supersaturated.
15
2 24 2 24·2 ( ) ( )( ) ( )
2CaSO H O s H O lCa aq SO aq
DTU Chemiccal Engineering, Technical University of Denmark 16
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0 20 40 60 80 100
Temperature, °C
CO
2/N
H3 m
ol
rati
o
Extended UNIQUAC
Jänecke (1929)
Terres & Weiser (1921)Terres & Behrens (1928)
Guyer & Piechowicz (1944)
(NH4)2CO3•H2O
NH2COONH4
NH4HCO3
(NH4)2CO3•2NH4HCO3
DTU Chemiccal Engineering, Technical University of Denmark
Vapor-liquid equilibrium
• Equality of chemical potential in gas phase and in liquid phase (Gamma-phi method)
• Gas phase fugacities are calculated with the Soave-Redlich-Kwong equation of state
2 2
2 2 2 2 2 2
( ) ( )
0, * *
0
ˆln ln
CO g CO aq
ig
CO CO CO CO CO CO
PRT y RT x
P
17
DTU Chemiccal Engineering, Technical University of Denmark 16.10.2008 Thermodynamic modelling of phase equilibria and thermal properties of
the CO2 – NH3 – H2O system 18
Partial pressures at 20 °C
K. Thomsen and P. Rasmussen “Modeling of Vapor-liquid-solid equilibrium in gas-aqueous electrolyte systems”, Chemical Engineering Science 54(1999)1787-1802
DTU Chemiccal Engineering, Technical University of Denmark 19
Liquid-liquid equilibrium
• The activity products of salts rather than the activities of the individual ions ions are compared
I II
* * I * * II
* I * II
ln( ) ln( )
( ) ( )
i i
i i i i i i
i i i i
RT x RT x
x x
• Equilibrium between component i in phase I and phase II
DTU Chemiccal Engineering, Technical University of Denmark 05.12.2008 Extended UNIQUAC model and its application to geothermal systems
20
100
90
80
70
60
50
40
30
20
10
0100
90
80
70
60
50
40
30
20
10
0
0.0
0
10.0
0
20.0
030.0
0
40.0
0
50.0
0
60.0
0
70.0
080.0
0
90.0
0100.0
0
0 10 20 30 40 50 60 70 80 90 100
Iino et al. (1971)Do & Park (1974)Extended UNIQUACSeries2Series3Series4Series7
iso-propanol
K2CO3
H2O
30 °C
DTU Chemiccal Engineering, Technical University of Denmark 21
Pressure dependency
• No pressure dependency in activity coefficient model
• High pressure applications
– Scale formation in oil production equipment and reservoirs
– Scale formation in equipment used for producing geothermal energy
DTU Chemiccal Engineering, Technical University of Denmark 22
Pressure dependency
• BaSO4 (s) Ba2+(aq) + SO42-(aq)
• Solubility product:
• Activity coefficients:
0
0
2
0 0ln ln ( ) ( )2
dis P disP P
VK K P P P P
RT RT
0
0
,* * 2
, , 0 0ln ln ( ) ( )2
ex exi P i
i P i P
VP P P P
RT RT
DTU Chemiccal Engineering, Technical University of Denmark 23
Equilibrium expression
• The resulting equation for equilibrium is:
• Alfa and beta have physical meanings.
• We treat them as adjustable parameters
0
0
2
0 0
,
ln ln ( ) ( )
ln ln
p P
p i i i P
i
K K P P P P
K x
DTU Chemiccal Engineering, Technical University of Denmark 24
BaSO4 solubility at 500 bar
1.00E-06
6.00E-06
1.10E-05
1.60E-05
2.10E-05
2.60E-05
3.10E-05
3.60E-05
4.10E-05
4.60E-05
0 50 100 150 200 250 300
T (oC)
BaS
O4 (
m)
Extended UNIQUAC model
Blount (1977)
Lyashchenko and Churagulov (1981) García A.V., Thomsen K., Stenby E.H.,
Geothermics 34(2005)61-97
DTU Chemiccal Engineering, Technical University of Denmark 25
SrSO4 solubility isotherms
0.0E+00
2.0E-04
4.0E-04
6.0E-04
8.0E-04
1.0E-03
1.2E-03
1.4E-03
0 100 200 300 400 500 600 700
P (bar)
SrS
O4 (
m)
Extended UNIQUAC model
Howell et al. (1992)
25 °C
100 °C
200 °C
DTU Chemiccal Engineering, Technical University of Denmark 26
CaCO3 solubility at 30 bar CO2
0.000
0.005
0.010
0.015
0.020
0.025
0.030
0 50 100 150 200
T (oC)
CaC
O3 (
m)
Extended UNIQUAC model
Segnit et al. (1962)
Miller (1952)
García A.V., Thomsen K., Stenby E.H., Geothermics 35(2006)239-284
DTU Chemiccal Engineering, Technical University of Denmark 05.12.2008 Extended UNIQUAC model and its application to geothermal systems
27
0
0.005
0.01
0.015
0.02
0.025
0 0.5 1 1.5 2 2.5 3 3.5 4
So
lub
ilit
y o
f S
rS
O4,
mo
lality
NaCl concentration, molality
NaCl-SrSO4, 300 bar, 250°C
Experimental
Extended UNIQUAC
OLI Scale-Chem
MultiScale
Experimental data
from Howell, Raju,
and Atkinson, 1992
DTU Chemiccal Engineering, Technical University of Denmark 05.12.2008 Extended UNIQUAC model and its application to geothermal systems
28
Multiscale had no solubility limit for BaCO3!
Experimental data
from Malinin,
Geokhimiia, 1963
DTU Chemiccal Engineering, Technical University of Denmark
Conclusion
• The Extended UNIQUAC model is a simple model for solutions with salts. It has only few parameters. Yet it can accurately reproduce data for electrolyte solutions in wide temperature and pressure ranges.
• The model is currently being used at DTU Chemical Engineering for modeling CO2 absorption/desorption with various solvents.
• The model can probably be improved by
– Adjusting the standard state properties of ions and salts
– Including new experimental data for parameter estimation
– Adding more components
05.12.2008 Extended UNIQUAC model and its application to geothermal systems
29