Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flow

Detalhes bibliográficos
Autor(a) principal: Franco,Ana Clara Lazzari
Data de Publicação: 2017
Outros Autores: Bonumá,Nadia Bernardi
Tipo de documento: Artigo
Idioma: eng
Título da fonte: RBRH (Online)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S2318-03312017000100231
Resumo: ABSTRACT Although intrinsic, uncertainty for hydrological model estimation is not always reported. The aim of this study is to evaluate the use of satellite-based evapotranspiration on SWAT model calibration, regarding uncertainty and model performance in streamflow simulation. The SWAT model was calibrated in a monthly step and validated in monthly (streamflow and evapotranspiration) and daily steps (streamflow only). The validation and calibration period covers the years from 2006 to 2009 and the study area is the upper Negro river basin, situated in Santa Catarina and Paraná. SWAT-CUP was used to calibrate and validate the model, using SUFI-2 with KGE (Kling-Gupta Efficiency) as objective function. Different calibration strategies were evaluated, considering single-variable and multi-variable calibration, using streamflow and evapotranspiration. Compared to conventional single-variable calibration (streamflow only), multi-variable calibration (streamflow and evapotranspiration, simultaneously) produce better streamflow performance, especially for low flow periods and daily step validation. Despite that, no evidence of reduction of streamflow prediction uncertainty was observed. SWAT model calibration using solely evapotranspiration still requires further studies.
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spelling Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flowUncertaintyMETRICSUFI-2Kling-Gupta Efficiency (KGE)ABSTRACT Although intrinsic, uncertainty for hydrological model estimation is not always reported. The aim of this study is to evaluate the use of satellite-based evapotranspiration on SWAT model calibration, regarding uncertainty and model performance in streamflow simulation. The SWAT model was calibrated in a monthly step and validated in monthly (streamflow and evapotranspiration) and daily steps (streamflow only). The validation and calibration period covers the years from 2006 to 2009 and the study area is the upper Negro river basin, situated in Santa Catarina and Paraná. SWAT-CUP was used to calibrate and validate the model, using SUFI-2 with KGE (Kling-Gupta Efficiency) as objective function. Different calibration strategies were evaluated, considering single-variable and multi-variable calibration, using streamflow and evapotranspiration. Compared to conventional single-variable calibration (streamflow only), multi-variable calibration (streamflow and evapotranspiration, simultaneously) produce better streamflow performance, especially for low flow periods and daily step validation. Despite that, no evidence of reduction of streamflow prediction uncertainty was observed. SWAT model calibration using solely evapotranspiration still requires further studies.Associação Brasileira de Recursos Hídricos2017-01-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S2318-03312017000100231RBRH v.22 2017reponame:RBRH (Online)instname:Associação Brasileira de Recursos Hídricos (ABRH)instacron:ABRH10.1590/2318-0331.011716090info:eu-repo/semantics/openAccessFranco,Ana Clara LazzariBonumá,Nadia Bernardieng2017-05-22T00:00:00Zoai:scielo:S2318-03312017000100231Revistahttps://www.scielo.br/j/rbrh/https://old.scielo.br/oai/scielo-oai.php||rbrh@abrh.org.br2318-03311414-381Xopendoar:2017-05-22T00:00RBRH (Online) - Associação Brasileira de Recursos Hídricos (ABRH)false
dc.title.none.fl_str_mv Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flow
title Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flow
spellingShingle Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flow
Franco,Ana Clara Lazzari
Uncertainty
METRIC
SUFI-2
Kling-Gupta Efficiency (KGE)
title_short Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flow
title_full Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flow
title_fullStr Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flow
title_full_unstemmed Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flow
title_sort Multi-variable SWAT model calibration with remotely sensed evapotranspiration and observed flow
author Franco,Ana Clara Lazzari
author_facet Franco,Ana Clara Lazzari
Bonumá,Nadia Bernardi
author_role author
author2 Bonumá,Nadia Bernardi
author2_role author
dc.contributor.author.fl_str_mv Franco,Ana Clara Lazzari
Bonumá,Nadia Bernardi
dc.subject.por.fl_str_mv Uncertainty
METRIC
SUFI-2
Kling-Gupta Efficiency (KGE)
topic Uncertainty
METRIC
SUFI-2
Kling-Gupta Efficiency (KGE)
description ABSTRACT Although intrinsic, uncertainty for hydrological model estimation is not always reported. The aim of this study is to evaluate the use of satellite-based evapotranspiration on SWAT model calibration, regarding uncertainty and model performance in streamflow simulation. The SWAT model was calibrated in a monthly step and validated in monthly (streamflow and evapotranspiration) and daily steps (streamflow only). The validation and calibration period covers the years from 2006 to 2009 and the study area is the upper Negro river basin, situated in Santa Catarina and Paraná. SWAT-CUP was used to calibrate and validate the model, using SUFI-2 with KGE (Kling-Gupta Efficiency) as objective function. Different calibration strategies were evaluated, considering single-variable and multi-variable calibration, using streamflow and evapotranspiration. Compared to conventional single-variable calibration (streamflow only), multi-variable calibration (streamflow and evapotranspiration, simultaneously) produce better streamflow performance, especially for low flow periods and daily step validation. Despite that, no evidence of reduction of streamflow prediction uncertainty was observed. SWAT model calibration using solely evapotranspiration still requires further studies.
publishDate 2017
dc.date.none.fl_str_mv 2017-01-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S2318-03312017000100231
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dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/2318-0331.011716090
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dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Associação Brasileira de Recursos Hídricos
publisher.none.fl_str_mv Associação Brasileira de Recursos Hídricos
dc.source.none.fl_str_mv RBRH v.22 2017
reponame:RBRH (Online)
instname:Associação Brasileira de Recursos Hídricos (ABRH)
instacron:ABRH
instname_str Associação Brasileira de Recursos Hídricos (ABRH)
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reponame_str RBRH (Online)
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