Parsimonious hydrological modelling in urban areas...

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Parsimonious hydrological modelling in urban areas: Towards integrated modelling (S. Coutu, D. Del Giudice, L. Rossi, D. A. Barry)

Transcript of Parsimonious hydrological modelling in urban areas...

Page 1: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Parsimonious hydrological modelling in urban areas:

Towards integrated modelling

(S. Coutu, D. Del Giudice, L. Rossi, D. A. Barry)

Page 2: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Why another hydrological model?

Step 1: Definition of the purposes for modelling

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Page 3: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Micropollution: a Worldwide Growing Concern

Micropollutants identified in many countries in the world, across all continents. Feminization of fish due explained by the occurrence of high concentration of hormones (Jobling et al., 1996, Environmental Toxicology and Chemistry) Decline of vulture population in Pakistan explain by ingestion of Diclofenac (Oaks et al., 2004, Nature)

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Selection of model features

Flexibility

Sewage Network & Urban Rivers

Automatic Calibration

Support for further integrated modelling

Fast computation time

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Page 5: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Limits of existing models

Popular existing model (e.g., MOUSE, SWMM, etc) are distributed

More variables --- Require quantities of data --- Computation time

Unfit to integrated modelling

Parsimonious modelling --- Tested rural environment

Ignore the complexity of drainage system

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Map of the presentation

Conceptual description of the model

Calibration &

Validation

Examples of Application for integrated

modelling

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Page 7: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Conceptual description of the model

Calibration &

Validation

Examples of Application for integrated

modelling

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Map of the presentation

Page 8: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Lumped parsimonious approach is efficient for modeling both urban AND rural watershed

Impervious

Pervious

Subsurface

Precipitation/discharge model (Coutu et al., 2012)

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Precipitation/discharge model (Coutu et al., 2012)

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Page 10: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Precipitation/discharge model (Coutu et al., 2012)

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7 calibration parameters

Reduced to 2 after sensitivity analysis!

Page 11: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Statistical achievement of baseflow at WWTP

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Big thanks to Jordan (2010), e-dric and Ville de Lausanne

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Lumping all CSOs to a single representative one

A single, representative flow delimiter models the effect of all CSOs of the system in a lumped fashion manner This representative CSO is modeled using a diversion law that follows a linear threshold-limited function It is possible for two reasons: (i) it is the first CSO to discharge water when rain occurs (ii) it is the last CSO before our flow measurement point

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Ignorance of the sewer network Same framework for river and sewage network CSOs lumped into a single representative one

Calibration &

Validation

Examples of Application for integrated

modelling

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Map of the presentation

Page 14: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Ignorance of the sewer network Same framework for river and sewage network CSOs lumped into a single representative one

Calibration &

Validation

Examples of Application for integrated

modelling

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Map of the presentation

Page 15: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Presentation of a “two in one” case study

Vuachère River: -- 15 km2

-- 34% impervious. Vidy WWTP: -- 37km2

-- 25% impervious

--200.000 inhabitants

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Calibration & Validation results for the river

Performance criteria: NS: 0.73 (optimal = 1) NB: -0.0057 (optimal = 0)

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Calibration & Validation results for the WWTP

Performance criteria: NS: 0.72 (optimal = 1) NB: 0.001 (optimal = 0)

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Comparison with the a distributed model

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Comparable performances 12 CSOs lumped into one Over 40 sub-basins lumped into one No information of pipe network Easier to calibrate Smaller computation time (20s vs 0s) Black: our model

Grey: distributed model

Page 19: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Ignorance of the sewer network Same framework for river and sewage network CSOs lumped into a single representative one

Good performance on: 1) River

2) Sewer flow

Examples of Application for integrated

modelling

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Map of the presentation

Page 20: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Ignorance of the sewer network Same framework for river and sewage network CSOs lumped into a single representative one

Good performance on: 1) River

2) Sewer flow

Examples of Application for integrated

modelling

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Map of the presentation

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Example of integrated modelling

Time

Antibiotic concentration

Biocide concentration

Rain

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Page 22: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Example of integrated modelling

Time

Antibiotic concentration

Biocide concentration

Rain

DARIO DEL GIUDICE, UDM 2012

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Page 23: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Ignorance of the sewer network Same framework for river and sewage network CSOs lumped into a single representative one

Good performance on: 1) River

2) Sewer flow

Support for integrated modelling of multiple

sources of pollution with complex dynamics

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Map of the presentation

Page 24: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

For more details

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CONCLUSION

The pipe network is replaced by underground impervious area All CSOs are lumped into a representative one Efficient for sewer system and urban rivers Potential for further integrated water quality modelling QUESTIONS?

[email protected]

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Multiple scientific concerns

What is the control point? • WTP entrance for optimizing treatment strategy • WTP outlet and CSOs for environmental impact • Urban rivers What are the source dynamics? • Medical prescription • Illicit drug habits • Pesticides in agriculture What are the transport dynamics? • Dynamics of the sewer system • Dynamics of an urban river

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Page 27: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Multiple scientific concerns

What is the control points? •WTP entrance for optimizing treatment strategy •WTP outlet and CSOs for environmental impact •Tap water for human risks issues What are the source dynamics? •Medical prescription •Illicit drug habits •Façade protection strategies What are the transport dynamics? •Dynamics of the sewer system •Dynamics of an urban river

Depends on the objective

Depends on the substance

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Page 28: Parsimonious hydrological modelling in urban areas ...hikom.grf.bg.ac.rs/stari-sajt/9UDM/Presentations/141_PPT.pdf · Parsimonious hydrological modelling in urban areas: Towards integrated

Automatic calibration algorithm

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