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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Main Authors: H. Sellami, I. La Jeunesse, S. Benabdallah, N. Baghdadi, M. Vanclooster
Format: Article
Language:English
Published: Copernicus Publications 2014-06-01
Series:Hydrology and Earth System Sciences
Online Access:http://www.hydrol-earth-syst-sci.net/18/2393/2014/hess-18-2393-2014.pdf
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spelling 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
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