Uncertainty analysis in model parameters regionalization: a case study involving the SWAT model in Mediterranean catchments (Southern France)
In this study a method for propagating the hydrological model uncertainty in discharge predictions of ungauged Mediterranean catchments using a model parameter regionalization approach is presented. The method is developed and tested for the Thau catchment located in Southern France using the SWAT h...
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doaj-979bc75c72034304b7a86ccdf40a13022020-11-24T22:54:13ZengCopernicus PublicationsHydrology and Earth System Sciences1027-56061607-79382014-06-011862393241310.5194/hess-18-2393-2014Uncertainty analysis in model parameters regionalization: a case study involving the SWAT model in Mediterranean catchments (Southern France)H. Sellami0I. La Jeunesse1S. Benabdallah2N. Baghdadi3M. Vanclooster4Earth and Life Institute, Université catholique de Louvain, Croix du Sud 2, Box 2, 1348 Louvain-la-Neuve, BelgiumUMR 7324 CITERES, Université de Tours, 33 allée Ferdinand de Lesseps BP 60449 – 37204 Tours cedex 3, FranceCentre de Recherches et des Technologies des Eaux, Technopole Borj Cedria, BP 273, Soliman 8020, TunisiaIRSTEA, UMR TETIS, 500 rue François Breton, 34093 Montpellier CEDEX 5, FranceEarth and Life Institute, Université catholique de Louvain, Croix du Sud 2, Box 2, 1348 Louvain-la-Neuve, BelgiumIn this study a method for propagating the hydrological model uncertainty in discharge predictions of ungauged Mediterranean catchments using a model parameter regionalization approach is presented. The method is developed and tested for the Thau catchment located in Southern France using the SWAT hydrological model. Regionalization of model parameters, based on physical similarity measured between gauged and ungauged catchment attributes, is a popular methodology for discharge prediction in ungauged basins, but it is often confronted with an arbitrary criterion for selecting the "behavioral" model parameter sets (Mps) at the gauged catchment. A more objective method is provided in this paper where the transferrable Mps are selected based on the similarity between the donor and the receptor catchments. In addition, the method allows propagating the modeling uncertainty while transferring the Mps to the ungauged catchments. Results indicate that physically similar catchments located within the same geographic and climatic region may exhibit similar hydrological behavior and can also be affected by similar model prediction uncertainty. Furthermore, the results suggest that model prediction uncertainty at the ungauged catchment increases as the dissimilarity between the donor and the receptor catchments increases. The methodology presented in this paper can be replicated and used in regionalization of any hydrological model parameters for estimating streamflow at ungauged catchment.http://www.hydrol-earth-syst-sci.net/18/2393/2014/hess-18-2393-2014.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
H. Sellami I. La Jeunesse S. Benabdallah N. Baghdadi M. Vanclooster |
spellingShingle |
H. Sellami I. La Jeunesse S. Benabdallah N. Baghdadi M. Vanclooster Uncertainty analysis in model parameters regionalization: a case study involving the SWAT model in Mediterranean catchments (Southern France) Hydrology and Earth System Sciences |
author_facet |
H. Sellami I. La Jeunesse S. Benabdallah N. Baghdadi M. Vanclooster |
author_sort |
H. Sellami |
title |
Uncertainty analysis in model parameters regionalization: a case study involving the SWAT model in Mediterranean catchments (Southern France) |
title_short |
Uncertainty analysis in model parameters regionalization: a case study involving the SWAT model in Mediterranean catchments (Southern France) |
title_full |
Uncertainty analysis in model parameters regionalization: a case study involving the SWAT model in Mediterranean catchments (Southern France) |
title_fullStr |
Uncertainty analysis in model parameters regionalization: a case study involving the SWAT model in Mediterranean catchments (Southern France) |
title_full_unstemmed |
Uncertainty analysis in model parameters regionalization: a case study involving the SWAT model in Mediterranean catchments (Southern France) |
title_sort |
uncertainty analysis in model parameters regionalization: a case study involving the swat model in mediterranean catchments (southern france) |
publisher |
Copernicus Publications |
series |
Hydrology and Earth System Sciences |
issn |
1027-5606 1607-7938 |
publishDate |
2014-06-01 |
description |
In this study a method for propagating the hydrological model uncertainty in
discharge predictions of ungauged Mediterranean catchments using a model
parameter regionalization approach is presented. The method is developed and
tested for the Thau catchment located in Southern France using the SWAT
hydrological model. Regionalization of model parameters, based on physical
similarity measured between gauged and ungauged catchment attributes, is a
popular methodology for discharge prediction in ungauged basins, but it is
often confronted with an arbitrary criterion for selecting the
"behavioral" model parameter sets (Mps) at the gauged catchment. A more
objective method is provided in this paper where the transferrable Mps are
selected based on the similarity between the donor and the receptor
catchments. In addition, the method allows propagating the modeling
uncertainty while transferring the Mps to the ungauged catchments. Results
indicate that physically similar catchments located within the same
geographic and climatic region may exhibit similar hydrological behavior and
can also be affected by similar model prediction uncertainty. Furthermore,
the results suggest that model prediction uncertainty at the ungauged
catchment increases as the dissimilarity between the donor and the receptor
catchments increases. The methodology presented in this paper can be
replicated and used in regionalization of any hydrological model parameters
for estimating streamflow at ungauged catchment. |
url |
http://www.hydrol-earth-syst-sci.net/18/2393/2014/hess-18-2393-2014.pdf |
work_keys_str_mv |
AT hsellami uncertaintyanalysisinmodelparametersregionalizationacasestudyinvolvingtheswatmodelinmediterraneancatchmentssouthernfrance AT ilajeunesse uncertaintyanalysisinmodelparametersregionalizationacasestudyinvolvingtheswatmodelinmediterraneancatchmentssouthernfrance AT sbenabdallah uncertaintyanalysisinmodelparametersregionalizationacasestudyinvolvingtheswatmodelinmediterraneancatchmentssouthernfrance AT nbaghdadi uncertaintyanalysisinmodelparametersregionalizationacasestudyinvolvingtheswatmodelinmediterraneancatchmentssouthernfrance AT mvanclooster uncertaintyanalysisinmodelparametersregionalizationacasestudyinvolvingtheswatmodelinmediterraneancatchmentssouthernfrance |
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