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Simple Semi-Empirical Simple Semi-Empirical Predictions of Free Metal Predictions of Free Metal Activities in Contaminated Activities in Contaminated Soil Solutions Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada) email:[email protected] http://mapageweb.umontreal.ca/sauves/

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Page 1: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

Simple Semi-Empirical Simple Semi-Empirical Predictions of Free Metal Predictions of Free Metal

Activities in Contaminated Activities in Contaminated Soil SolutionsSoil Solutions Sébastien Sauvé

Université de Montréal (Montréal, QC, Canada)

email:[email protected]://mapageweb.umontreal.ca/sauves/

Page 2: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

ObjectivesObjectives

Determine the free metal speciation of divalent metals in soil solutions

Identify the physico-chemical characteristics of the soil which control metal solubility and speciation

• Quantify the contributions of pH, total metal and organic matter

Propose simple semi-mechanistic regression models to estimate metal solubility and free Me2+ speciation in contaminated soils

Page 3: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

SoilsSoils Multiple dataset of field-collected soils

Metals originating from smelting/battery recycling operations, long-term phosphate fertilizers, aerial deposition, sewage sludge application, diffuse and point source industrial contamination

• Montréal (QC), Ithaca (NY), Québec, France, Denmark & Colorado

Field « equilibrium », in most cases contamination has occured at least ten years before sampling

Page 4: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Soil PropertiesSoil Properties

Soil pH in 0.01 M CaCl2 or KNO3 extract (from 3.5 to 8.9)

Soil organic matter of 8.0 to 108 g C kg-1

Dissolved organic carbon 1.1 to 140 mg C L-1

Metal levels from background to high industrial range

Soil totals of 0.1 to 56 mg Cd kg-1

Dissolved Cd of 0.03 to 3500 µg Cd L-1

Free Cd2+ of 10-10 to 10-5 M

Page 5: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Analytical MethodologyAnalytical Methodology «Totals» by HNO3 reflux digestion

Soil solutions obtained using 1:2 soil:0.01 M KNO3 or CaCl2 extractions filtered to <0.22µm (or <0.45µm)

Total dissolved metal by GFAAS (Zeeman)

Electrochemically labile Cd, Pb and Zn by differential pulse anodic stripping voltammetry (DPASV)

Free Cd2+ Pb2+, Zn2+ speciation by partitioning ASV-labile metal into inorganic ion-pairs

Free Cu2+ by ion-selective electrode potentiometry

Page 6: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

MineralMineral Solubility Solubility EquilibriaEquilibria

3 4 5 6 7 8 9pH

0

2

4

6

8

10

12

p (

acti

v ity

)

CdOH2

CdCO 3

CdSO4·2Cd(OH)2

Cd3(PO4)2

3 5 7 9

0

4

8

123 5 7 9

0

4

8

123 4 5 6 7 8 9

pH

0

2

4

6

8

10

12

Cu(OH) 2

CuO

Cu4(OH)6SO4

CuCO 3

Cu3(PO4)2·H2O

3 5 7 9

0

4

8

123 5 7 9

0

4

8

123 4 5 6 7 8 9

pH

0

2

4

6

8

10

12

Pb2(CO)2(OH)2

PbOPb(OH)2

PbSO4PbHPO4

Pb5(PO4)3OH

Pb5(PO4)3Cl

3 5 7 9

0

4

8

123 5 7 9

0

4

8

12

Sauvé S. 2002. «The Role of Chemical Speciation in Bioavailability » In: Naidu R., Gupta V.V.S.R., Kookana R.S., Rogers S., Adriano D. (Eds.), Bioavailability, Toxicity and Risk

Relationships in Ecosystems. (in press?).

Page 7: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Solid/liquid PartitioningSolid/liquid Partitioning

• Assumes a unique and constant ratio between solution and solid phases:

• Total metal is in mg/kg dry soil and dissolved metal is in mg/L, hence Kd´s are usually reported as L/kg

• Sensitive to determination method, solid:liquid ratio, extracting solution, time of extraction and filtration

MetalDissolvedMetalTotal

Kd

Page 8: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Dependence of KDependence of Kdd on pH on pH

For a compilation of literature Kd’s, 29 to 58 % of the variability depends on soil solution pH.

Soil Solution pH

2 4 6 8 10

Soil Solution pH

2 4 6 8 10

Soil Solution pH

2 4 6 8 10

Soil Solution pH

2 4 6 8 10

Soil Solution pH

2 4 6 8 10

Kd(L

kg-1

)

10-1100101102103104105106107

Cd Cu Ni

Pb

Zn

Sauvé S. Hendershot W., Allen H.E. 2000. «Solid-Solution Partitioning of Metals in Contaminated Soils: Dependence on pH, Total Metal and Organic Matter  ». Environ. Sci. Technol. 34:1125-1131 .

Page 9: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Dissolved Cd - KDissolved Cd - Kdd Partitioning Partitioning(Field-collected soils only)(Field-collected soils only)

Soil Total Cd (mg/kg)

10

100

1000

10000

100000

Kd (

kg

/ L)

A

3 4 5 6 7 8 9Soil Solution pH

3 4 5 6 7 8 93 4 5 6 7 8 93 4 5 6 7 8 9

B

1 10Dissolved OM (mg C/L)

C

Janssen et al. 1996 Data Lee et al. 1996 Anderson and Christensen 1988

Page 10: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Dissolved CdDissolved Cd

Total Cd

pH

Field & spiked datasets are similar at pH<8

KOH effect on DOM at pH>8

FieldSpiked

TYPE

Page 11: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Predictive RegressionsPredictive Regressions

Field-collected dataset

Field & spiked soils (pH<7).).(,64,001.0,759.0

)(log)07.0(77.0

)04.0(54.0)28.0(23.3)41.0)((log

2

10

10

ESnpR

CdSoilTotal

pHCdDissolved

.).(),7(,70,001.0,861.0

)(log)06.0(07.1

)05.0(57.0)28.0(54.3)40.0)((log

2

10

10

ESpHnpR

CdSoilTotal

pHCdDissolved

Page 12: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Soil Solution Metal DistributionSoil Solution Metal Distribution

20-60% bound to dissolved organic matter

20-30% inorganic species

10-40% free

3 4 5 6 7 8Soil Solution pH

0

20

40

60

80

100

Pe

rce

nta

ge

Organic ComplexesFree Cd2+Inorganic Ion-pairs

Page 13: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

The electrochemically active metal is reduced into the Hg drop electrode

Each metal has a specific reduction potential, peak position identifies metal, peak height is proportional to concentration

Differential Pulse Anodic Stripping Differential Pulse Anodic Stripping VoltammetryVoltammetry

Page 14: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Calibration by comparison of known standards with samples

y = 0.0119x - 0.0002

R2 = 0.9985

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0 10 20 30 40 50 60 70

DPASV Peak Height (nA)

ASV-

Labi

le C

d (µ

M)

Differential Pulse Anodic Stripping Differential Pulse Anodic Stripping VoltammetryVoltammetry

Page 15: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Differential Pulse Anodic Stripping Differential Pulse Anodic Stripping VoltammetryVoltammetry

Page 16: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Free CdFree Cd2+2+ Speciation Speciation

Assuming that ASV is not sensitive to metals strongly complexed with dissolved organic matter

ASV-labile Cd is composed mainly from inorganic species

)CdCdClCdNO)Cd(COCdCO

CdHCOCd(OH)Cd(OH)(CdOH ASV)by Cd Labile(2++

3-2

2303

-3

+3

02

+

Cd) LabileASV()CdBoundOM(CdDissolved

Page 17: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

CuCu2+2+ by potentiometry by potentiometry

Ion selective electrode very sensitive for Cu2+

Not prone to interferences (except very high levels of chloride or mercury)

y = -0.0299x + 10.107R2 = 0.9948

2.0

4.0

6.0

8.0

10.0

12.0

14.0

-1000100200300

Electrode potential (mV)

Free

Cu

(pC

u2+)

Page 18: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Adsorption ModelAdsorption Model

Assuming competitive binding of H+ and Me2+ to a deprotonated surface (S):

HyMeSurSurHMe y

Page 19: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Adsorption ModelAdsorption Model

Transforming into a competition coefficent:

][)()(][

y

Y

SHMeHMeS

K

Page 20: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Adsorption ModelAdsorption Model

Transformed to the logarithnic form:

pHySHMeS

KpMey

][][

loglog2

where p stands for the negative log10 of Me2+

molar activity (i.e. like pH, pCu2+ of 8 means 10-8 M Cu2+ activity)

Page 21: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Adsorption ModelAdsorption Model

Assuming that MeSur<<SurHy, then:

Assuming that adsorption capacity is dependent on organic matter content:

)log(

) log(2

Surfaced

MetalTotalcpHbapMe

) log(

) log(2

MatterOrganicd

MetalTotalcpHbapMe

Page 22: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Adsorption ModelAdsorption Model

simplified without the soil organic matter parameter to:

) log(2 MetalTotalcpHbapMe

Applied with succes to the soil solution speciationof Cd2+, Cu2+, Pb2+ and Zn2+.

Page 23: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Free CdFree Cd2+2+

Total Cd

pH

Field & spiked datasets are similar

No apparent effects of KOH-induced DOM Field

Spiked

TYPE

Page 24: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Predictive Regressions for Free Predictive Regressions for Free CdCd2+2+

Spiked dataset

Field & spiked soils

.).(,102,001.0,736.0

)(log)08.0(97.0)05.0(69.0)32.0(39.4)66.0(2

102

ESnpR

CdSoilTotalpHpCd

.).(,35,001.0,822.0

)(log)11.0(76.0)07.0(66.0)27.0(96.3)51.0(2

102

ESnpR

CdSoilTotalpHpCd

Page 25: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Free CuFree Cu2+2+

Tight relationship to soil solution pH and total metal content

N=94

Page 26: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Free PbFree Pb2+2+

For Pb…

N=84

Page 27: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Free ZnFree Zn2+2+

Preliminary speciation data for a free zinc regression

N=30 (Tambasco et al., Sauvé unpublished and and Knight et al. 1999)

Page 28: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Predictive Regressions for Free Predictive Regressions for Free MetalMetal

Pb2+

Cu2+

Zn2+

Should be possible to derive similar regressions for other divalent cationic metals or anionic elements.

.).(,94,001.0,921.0

)(log)08.0(84.1)06.0(47.1)39.0(20.3)58.0(2

102

ESnpR

CuSoilTotalpHpCu

.).(,84,001.0,643.0

)(log)10.0(84.0)05.0(84.0)28.0(78.6)47.0(2

102

ESnpR

CdSoilTotalpHpPb

.).(,30,001.0,760.0

)(log)22.0(71.1)10.0(95.0)59.0(70.4)50.0(2

102

ESnpR

ZnSoilTotalpHpZn

Page 29: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Free Ion Activity ModelFree Ion Activity Model

7.58.08.59.09.5

Free Metal (pCu2+ )

0

20

40

60

80

100

% S

urv

iva l

B0 1 2 3 4 5

Total Dissolved Cu (µM)

0

20

40

60

80

100

% S

urv

iva l

A

Ma H, Kim S, Cha D, Allen H (1999) Effect of kinetics of complexation by humic acid on toxicity of copper to Ceriodaphnia dubia. Environ Toxicol Chem 18: 828-837.

Page 30: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

InhibitionInhibition

1 10 100 1000

Total Pb (mg·kg -1)

0

20

40

60

80

100%

Inhib

itio

n

R2=0.127

From: Sauvé et al. 1998. Derivation of soil quality criteria using predicted chemical speciation of Pb2+ and Cu2+. Environ. Toxicol. Chem. 17:1481-1489.

Page 31: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

InhibitionInhibition

1 10 100 1000

Total Pb (mg·kg -1)

0

20

40

60

80

100%

Inhib

itio

n

R2=0.127

From: Sauvé et al. 1998. Derivation of soil quality criteria using predicted chemical speciation of Pb2+ and Cu2+. Environ. Toxicol. Chem. 17:1481-1489.

Page 32: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

InhibitionInhibition

6789101112

Predicted pPb2+

0

20

40

60

80

100

% I

nh

ibi t

i on B

R2=0.409

1 10 100 1000 10000Total Pb (mg/kg)

0

20

40

60

80

100

% I

nh

ibi t

i on A

R2=0.127

From: Sauvé et al. 1998. Derivation of soil quality criteria using predicted chemical speciation of Pb2+ and Cu2+. Environ. Toxicol. Chem. 17:1481-1489.

Page 33: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

Soil Quality CriteriaSoil Quality Criteria

Soil Total Content (mg kg-1)

pH 5.5 6 6.5 7

pPb2+50%=8.3 177 415 972 2276

pPb2+25%=9.5 7 16 36 84

pCu2+50%=7.7 103 265 684 1766

pCu2+25%=9.6 8 20 52 135

From: Sauvé et al. 1998. Derivation of soil quality criteria using predicted chemical speciation of Pb2+ and Cu2+. Environ. Toxicol. Chem. 17:1481-1489.

Page 34: Simple Semi-Empirical Predictions of Free Metal Activities in Contaminated Soil Solutions Sébastien Sauvé Université de Montréal (Montréal, QC, Canada)

© Sauvé 2001

ConclusionsConclusions Dissolved and divalent free metal in soil

solutions can be predicted from simple regressions with total metal burden and soil solution pH

Risk assessment should minimally consider the relative impact of soil properties like pH

email: [email protected]://mapageweb.umontreal.ca/sauves/