39
1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures Philip Gschwend & Eric Adams, MIT Mandy Michalsen, ACoE, and Katherine von Stackelberg, NEK Assoc & HSPH Federal Remediation Technologies Roundtable May 11, 2016 Cl Cl Cl Cl

Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

  • Upload
    others

  • View
    5

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

1

Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to

Evaluate PCB Sources and Food Web Exposures

Philip Gschwend & Eric Adams, MITMandy Michalsen, ACoE, and

Katherine von Stackelberg, NEK Assoc & HSPHFederal Remediation Technologies Roundtable

May 11, 2016

Cl

Cl

Cl

Cl

Page 2: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

0

1

10

100

1,000

10,000

1996 1998 2000 2002 2004 2006 2008Con

cent

ratio

n (u

g/kg

)

Year

mussel tissue concentrations

DDTDieldrinDDT Pre RemediationDieldrin Pre Remediation

Bkgd: some "clean ups” don't work based on food web!e.g., DDT

(Tamara Frank E2 Consulting Engineers)

=> missed sources?

Page 3: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Bkgd: Sediments not always biggest source!...for completed dredging projects...

post-dredging residual levels ...often greater than the cleanup levels(Bridges et al., 2008)

other source(s) can lead to re-contamination.

e.g. point sources 10/20, runoff 8/20, residual sediment 8/20; other 3/20 (Nadeau & Skaggs 2006)

Page 4: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

e.g., PCB clean up in the Hudson River

likewise for Lower Duwamish Waterway, ROD (2014):

"Total estimated net present value costs for the Selected Remedy are $342 million..."

www.physorg.com/news164877380.html

Bkgd: Large $$$$$$$

cost ~$700 millionCopyright 2007 by United Press International

Cl

Cl

Cl

Cl

www.epa.gov/region10/duwamish.html

Page 5: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Objectives

i. Mass Balance Model (MBM)=> do MBM estimated conc’s match measures?

ii. Passive Sampler methods to ID hypothesized sources and "drive" the Mass Balance Model

iii. integrate with Food Web Model (FWM) using MBM description of exposure field, is FWM biouptake consistent with measured body burdens?

Cl

Cl

Cl

Cl

Page 6: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

6

Diffusionfrom

SedimentsExfiltration

UpstreamSource

CSO, Storm Drains

Air/Water Exchange

Flushing?

Approach: Start "Simple"

Cl

Cl

Cl

Cl

Page 7: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Hawthorne et al. (2007)

Bkgd: know mobility & tox’ "freely dissolved conc's"=> need water column AND porewater conc's

Page 8: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

PE

target

PRC

conc

entra

tion

sediment porous medium

sediment porous medium

DPE DSED DSED

PE

target

PRC

conc

entra

tion

0

position

sediment porous medium

sediment porous medium

KPESED

Bkgd: use PE to get conc's

at time = 0with PRCs

at later time use loss of PRCs to calculate fractional approaches to equilibration (function of site & compound)

use that result, to extrapolate target uptake to Cpe(∞)

=> Cwater = Cpe(∞) / Kpew

DD D

D

D

D

DDD

D

DD D

D

D

D

DDD

D

Fernandez et al. 2009, Apell & Gschwend, 2014

Page 9: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Bkgd: PE Methods

9

PRCs

Add surrogate stds& extract with DCM

Choose (Mpe/Vwater)*Kpe-water > 20

CH2Cl2 CH3OH H2O

Mount in frame and deploy from boat

After 1 to 3 months, recover

Clean exterior

Evaporate solvent , add injection stds, run GCMS. No extract clean up!

LDPE cleaned loaded w/ stds

mounted

deployedGCMS extracted recovered

Gschwend et al. 2012

e.g., 10 cm wideby 50 cm longby 25 um thick

Page 10: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Can deploy via divers, but also from vessels

10

deploymentall depths recovery system~10 min from boat bed & water

Bill Jaworski samplersMarine Sampling Systems Inc PE sheets 10 cm wide by 60 cm long by 25 um thick

camera shows PE insertion

Page 11: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Bkgd: Use PRCs to Find C∞PE (lab tests)

11

(Apell and Gschwend 2014)with PCB-contaminated lake sediments

time (days)

#101 buildup in PE

PRC decline in PE

/PE PE water porewaterC K C

PCB #101

Page 12: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

12https://www.serdp-estcp.org/Program-Areas/Environmental-Restoration/Contaminated-Sediments/ER-200915 => User Manual & Matlab

PE

target

PRC

sediment porous medium

sediment porous medium

KPESED

(Tcaciuc et al.)

Page 13: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

13

Csediment / foc Koc

Accuracy and Precision in situ in the LDW (Apell) (Nov 2012-Jan 2013)

CPE/Kpew

Csediment / (foc Koc + fbcKbcCw(n-1))

n=522

±factor of 2

Page 14: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

14

Diffusionfrom

SedimentsExfiltration

UpstreamSource

CSO, Storm Drains

Air/Water Exchange

Flushing?

Field Approach: Start "Simple" (are sediments main source now?)

Page 15: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

LDW sampling summer-fall 2014

15

20 samplers over 4.5 miles

left ~2 mos.

Page 16: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

16

Porewater profiles (Apell)

at Site 8

Page 17: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

17

PCB bottom water concentrations (0-5 cm)

PCB pore water concentrations (0-5 cm)

LDW sampling (Apell et al.)

∑"NOAA 18"x 2 ≈ 1.4 ng/L

see some"hotspots"factor of 2

600 pg/L

PCB

con

gene

r con

cent

ratio

n (p

g/L)

Page 18: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

18

 (1.00)

 (0.50)

 ‐

 0.50

 1.00

 1.50

 2.00

 2.50

0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40 42 44 46

grad

ient (n

g/L)

site number

(PW ‐ BW) ∑PCBs gradients (ng/L)

Results => bed-water gradients

Page 19: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Results: Boundary Layer with ADCP(Prendergast)

if Flux = - Dwater (Cporewater - Cbottom water) / δboundary layer

need δboundary layer

downward-facing ADCP deployed on river bottom

Eight locations15 minute intervals

ADCP Sensor

Mounting Frame

1.25 m

Page 20: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Results: Boundary Layer with ADCP

20

fitted shear velocity u* = 0.7±0.2 cm/s

and layer thicknessδ = 130 ± 30 µm

Eight locations water boundary range50-250 µmvarying as expected withcurrent/tide

results lower than2009 EFDC model-calibrated value of 400 µm.

(Prendergast)

Page 21: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

21

Estim' Diffusive Fluxesesp.low molecular weight congeners

assume 100 μm δbdl : fluxes in ng/m2/day

Elliott Bay Duwamish RiverΣfluxes out of bed ~ 0.2 g/day

Bed

-Wat

er C

olum

n Fl

uxes

(ng/

m2 /d

)

Page 22: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

22

MBM modeling with EFDC (Adams and Predergast)Elliott Bay Duwamish RiverSeptember – Spring Tide – Low Tide

high salinity

low salinityfreshwater outflow near surface

high salinityat bottom near Bay

relative PCBconcentration

=> FWMexposurefield in space

low high

low PCBs

high PCBs

now can add source

Page 23: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

23

higher salinity

(and much deeper)

relative PCBconcentration

high salinity

Elliott Bay Duwamish Rivermoderate salinity

low PCBs

moderate PCBs

September – Spring Tide – High Tide

low highKey: Res' Time ~ 4 d

MBM modeling with EFDC (Adams and Predergast)

now can add source

Page 24: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Putting in all together

24

1. average porewater-bottom water gradient was 400 pg ∑PCBs/L (N=19)

assuming water-side controlled diffusive exchange (Dwater = 4E-6 cm2/s)(with a boundary layer thickness 0.01 cm)

computed flux: 1.5E-16 g∑PCBs /cm2/s

LDW bottom area (8000 m x 200 m) about 1.6x1010 cm2

so total flux from the bed sediments about 0.2 g/day

2. the EFDC suggests a hydraulic residence time of about ~4 days in LDW estuary

3. implies accumulate about 0.8 g ∑PCBs at steady state in LDW

Prendergast, Apell, et al.

Page 25: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

25

NOAA 18averages about 600 pg/L

x2

∑PCBs ≈ 1.2 ng/L

~600 pg/L

water column

conc's(pg/L) ~RM 2

~RM 4.4

PE Water Column Sampling for PCBs (Apell)

~RM 0.5

<= Elliott Bay <= Duwamish River

bottomwater

conc's(pg/L)

Page 26: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Putting in all together

26

1. total flux from the bed sediments about 0.2 g/day

2. the EFDC suggests a hydraulic residence time of about ~4 days in LDW estuary

3. fluxes => accumulate about 0.8 g ∑PCBs at steady state in LDW

4. using PE samplers in LDW water, "NOAA Status and Trend 18 PCBs" x 2

= about 1.2 ng/L

LDW volume is about 1.6x1010 L, so total PCB load in water is about 20 g ∑PCBs

5. with 4-day residence time, implies have input of PCBs 5 g/day!

Sediment diffusive fluxes ~20-30 times less!

Prendergast, Apell, et al.

Page 27: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

27

Diffusion Exfiltration

UpstreamSource

CSO, Storm Drains

Air/Water Exchange

Flushing?

Technical Approach: Add Upstream

Page 28: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Upstream Source? (Apell, Prendergast)

0

200

400

600

800

1000

1200

1400

0 1 2 3 4 5

Concen

tration [pg/L]

River Mile

Total 20 PCBsUpstream Source

Measured

DuwamishRiver

ElliottBay

need source here

EFDC modeled expectation for River source

Page 29: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Option: Bed-Water Fluxes Inc' Due to Bio-irrigation

Page 30: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

High Tide

Bed => Water Input at 4 g/day throughout LDW

Low Tide

Option: Bioturbation Enhancedwhat would water-column look like?

0.50.9

1.0

0.50.2

0.50.9

1.0

0.50.2

(Prendergast)

=> measures too low for that source?

time-averaged-data

data

Page 31: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

31

Option:Resuspension & Desorption?

Page 32: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

0.50.9

1.0

0.50.2

0.50.9

1.0

0.50.2

Option: Local Resuspension Source

=> not too bad

High Tide

Bed => Water Input at only RM 3.5 adding 4 g/d Throughout Water Column

Low Tide

(Prendergast)

time-averaged-data

time-averaged-data

Page 33: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

33

Option: Outfall sourcesinto LDW surface?

Page 34: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

0.50.9

1.0

0.50.2

0.50.9

1.0

0.50.2

Option: Outfall Sources

=> need surface water data

(Prendergast)

High Tide

Bed => Water Input at Surface near RM 3.5 adding 4 g/d

Low Tide

time-averaged-data

time-averaged-data

Page 35: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

Exposures => Food Web Model (after Gobas)

Page 36: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

FWM: Thiessen polygons

Page 37: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

37

PCB pore waterconcentrations

PCB congeners concs in water and porewater for FWM(von Stackelberg & Apell)

PCB bottom waterconcentrations

www.seattleweekly.com

Page 38: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

38

Summary1. PE passive samplers => water and porewater concentrations

(at sub parts per trillion levels! averaged over weeks)

2. Mass balance modeling integrates water data, "points" to most important sources (guide remediation) provides "exposure field" in space and time

3. Food web modeling should translate the exposure field to quantify risks (decisions)

Page 39: Combining Mass Balance Modeling with Passive …...1 Combining Mass Balance Modeling with Passive Sampling at Contaminated Sediment Sites to Evaluate PCB Sources and Food Web Exposures

39

AcknowledgmentsSERDP/ESTCP/US ACoE for funding

Kristen Kerns (ACoE) Tim Thompson (SEE)Dan Prendergast (MIT) Earl Hayter (ACoE)Fidele Bingwa (MIT) Dave Michalsen (ACoE)Rose Wang (Tufts) EPA Divers (Sean Sheldrake et al.)Jenn Apell (MIT) Bill Jaworski (Marine Sampling)John MacFarlane (MIT) Analytical Resources Inc.Megan Burke (MIT)