17
Cyril Garneau 1 , Sauvage S. 1 , Probst A. 1 , Lofts S. 2 , Tipping E. 2 , Brito D. 3 , Neves R. 3 , Sanchez-Perez J-M. 1 1 Université de Toulouse, CNRS, France 2 Centre for Ecology and Hydrology, Lancaster Environment Center, Bailrigg, Lancaster, U.K. 3 Maretec, Instituto Superior Técnico, University of Lisbon, Portugal Trace metals transfer in rivers: a semi-empirical formulation to describe a complex sorption – desorption process to be implemented in SWAT model. SWAT 2014, Pernambuco, Brazil

Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

  • Upload
    lydung

  • View
    216

  • Download
    2

Embed Size (px)

Citation preview

Page 1: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Cyril Garneau1, Sauvage S. 1, Probst A.1, Lofts S.2, Tipping E.2, Brito D.3, Neves R.3, Sanchez-Perez J-M. 1

1 Université de Toulouse, CNRS, France2 Centre for Ecology and Hydrology, Lancaster Environment Center, Bailrigg, Lancaster, U.K.

3 Maretec, Instituto Superior Técnico, University of Lisbon, Portugal

Trace metals transfer in rivers: a semi-empirical formulation to describe a complex sorption – desorption process to be

implemented in SWAT model.

SWAT 2014, Pernambuco, Brazil

Page 2: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

River = integrator of pollution

Atmospheric deposition

Urban release andindustries

Mining activities

Geological background

Trace Metal problematic in natural waters

• Exhibits a wide range of behaviour in natural waters

• Controlled by variousenvironmental factors

• difficult to model

2

SWAT 2014, Pernambuco, Brazil

Page 3: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Transfer of trace metals in rivers

• Advection• Dispersion• Transient storage

• Sédimentation• Érosion

𝐾𝑑 =𝑇𝑀𝑝𝑎𝑟𝑡

𝑇𝑀𝑑𝑖𝑠𝑠

µ𝑔𝑘𝑔µ𝑔𝐿

Dissolved phaseParticulated phase

Physico-chemistry

[Metal]

Nature of SSSWAT 2014, Pernambuco, Brazil

Page 4: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Modelling approaches : Sorption models

MINTEQA2 (Allison et al., 1991)

WASP (Ambrose et al., 1993)

WHAM (Tipping, 1993)

Trace elementFree adsorption site

Occupied adsorption site

SWAT 2014, Pernambuco, Brazil

Page 5: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

• Different levels of modelling simplicity

– SWAT: the TM are fully dissolved and transported from the inlet to the outlet.

– Two phases separation of TM: The TM exist either in a dissolved form or in a particulate one.

– Two phases separation with dynamic equilibrium: The two TM phases can interact to maintain an equilibrium based on the physico-chemistry.

5

Modelling approach

𝑇𝑀𝑑𝑖𝑠𝑠𝑜𝑢𝑡 = 𝑇𝑀𝑑𝑖𝑠𝑠𝑐ℎ ×𝑉𝑜𝑢𝑡𝑉𝑐ℎ

𝑇𝑀𝑝𝑎𝑟𝑡𝑐ℎ = 𝑇𝑀𝑝𝑎𝑟𝑡𝑐ℎ,𝑖 + 𝑇𝑀𝑝𝑎𝑟𝑡𝑒𝑟𝑜𝑑𝑒𝑑 − 𝑇𝑀𝑝𝑎𝑟𝑡𝑑𝑒𝑝𝑜𝑠𝑖𝑡𝑒𝑑

𝑇𝑀𝑝𝑎𝑟𝑡𝑜𝑢𝑡 = 𝑇𝑀𝑝𝑎𝑟𝑡𝑐ℎ ×𝑉𝑜𝑢𝑡𝑉𝑐ℎ

𝐾𝑑 = 𝑓 𝑝ℎ𝑦𝑠𝑖𝑐𝑜 − 𝑐ℎ𝑒𝑚𝑖𝑡𝑟𝑦 =𝑇𝑀𝑝𝑎𝑟𝑡

𝑇𝑀𝑑𝑖𝑠𝑠

µ𝑔𝑘𝑔µ𝑔𝐿

𝑇𝑀𝑑𝑖𝑠𝑠𝑐ℎ =𝑇𝑀𝑡𝑜𝑡𝑎𝑙𝑐ℎ

1 + 𝐾𝑑 × 𝑆𝑃𝑀

𝑇𝑀𝑝𝑎𝑟𝑡𝑐ℎ = 𝑇𝑀𝑡𝑜𝑡𝑎𝑙𝑐ℎ − 𝑇𝑀𝑑𝑖𝑠𝑠

SWAT 2014, Pernambuco, Brazil

Page 6: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Objectives

• Propose an alternative modelling option for trace metal

– Use two TM phases: dissolved and particulate

– Use a dynamic Kd formulation based on available variables and quantities in SWAT

6

First step : we have to identify key parameters involved in Kd formulation

SWAT 2014, Pernambuco, Brazil

Page 7: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Complex modelling

MOHID- Full St-Venant equations- Advection – diffusion equations- Transient storage- Erosion – deposition equations

WHAM

- Simulates upstream river and tributaries

- Watershed dynamic outputs

- SPM concentration

- Chemical speciation of TM

- Specific reaction with organic matter

SWAT 2014, Pernambuco, Brazil

Page 8: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Study case

• The Garonne River sector– Reach of 80 km (watershed 13800 km²)

– Monthly average discharge 75 to 341 m3/s

• 4 campaigns in 2005 (13 sites)• Nutrients

• Major ions

• Physico-chemistry

• 15 Trace metals

SWAT 2014, Pernambuco, Brazil

Page 9: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Study caseChoise of two trace elements- Lead (Pb)- Arsenic (As)- Copper (Cu)

Low

wat

ers

Hig

h w

ater

s

𝑓𝐶𝑂𝑃 = min0,60

𝑆𝑃𝑀 − 1.0+ 0.021; 0.24

+

SWAT 2014, Pernambuco, Brazil

Page 10: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

TM temporal concentration evolution

10

TM c

on

cen

trat

ion

g/l

)

Date Date

SWAT 2014, Pernambuco, Brazil

Page 11: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

TM spatial concentration evolution

11

Low waters High waters

SWAT 2014, Pernambuco, Brazil

Page 12: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Key results

• The particulate phase is important to describe sources and sinks of trace metals

12

41% of copper trapped on the riverbed

76% of lead trapped on the riverbed

SWAT 2014, Pernambuco, Brazil

Page 13: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Key results

• Physico-chemistry influence

13

Log1

0(K

d)

and

pH F

low

(m3.s

-1)

pH

𝐾𝑑ld

𝐾𝑑𝐶𝑜

Flow

SWAT 2014, Pernambuco, Brazil

Page 14: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Key results

14

5.4

5.6

5.8

6

6.2

6.4

6.6

6.8

7 7.5 8 8.5 9 9.5

log1

0(K

d)

pH

Lead

Verdun

5.4

5.6

5.8

6

6.2

6.4

6.6

6.8

0 50 100 150

log1

0(K

d)

SPM

Verdun

4.3

4.4

4.5

4.6

4.7

4.8

4.9

5

5.1

7 7.5 8 8.5 9 9.5

log1

0(K

d)

pH

Copper

4.3

4.4

4.5

4.6

4.7

4.8

4.9

5

5.1

0 50 100 150

log1

0(K

d)

SPM

SPM controlled Kd

SWAT 2014, Pernambuco, Brazil

Page 15: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Key results

15

5.4

5.6

5.8

6

6.2

6.4

6.6

6.8

0 1 2 3 4

log1

0(K

d)

POC

Lead

Verdun

4.3

4.4

4.5

4.6

4.7

4.8

4.9

5

5.1

0 1 2 3 4

log1

0(K

d)

POC

Copper

SWAT 2014, Pernambuco, Brazil

Page 16: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Proposition

• Metal input generation– Anthropic sources: point-sources, atmospheric

deposition, diffuse sources (fertilizers application)– Geogenic source: Based on soil maps, residence time

and mixing models (Wade et al. 1999)

• Modelling requirements– Fixed Kd model: efficient for high Kd trace metal – Variable Kd model: efficient for low Kd– A simple empirical variable Kd model can be built on

limited inputs variables (pH, SPM and POC concentrations)

16

SWAT 2014, Pernambuco, Brazil

Page 17: Trace metals transfer in rivers: a semi-empirical ... · TM exist either in a dissolved form ... chemistry. 5 Modelling approach ... 5 5.1 0 50 100 150) SPM SPM controlled Kd SWAT

Thank you for your attention

SWAT 2014, Pernambuco, Brazil