Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant

Detalhes bibliográficos
Autor(a) principal: Amorim, Jhones da Silva
Data de Publicação: 2021
Tipo de documento: Tese
Idioma: eng
Título da fonte: Repositório Institucional da UFLA
Texto Completo: http://repositorio.ufla.br/jspui/handle/1/49509
Resumo: Hydrological models are important tools for water resource management, and their applicability is directly constrained by the availability and quality of precipitation time series. The adequate precipitation measurement is challenging due to its spatial and temporal variability, especially where the monitoring network is sparse. Moreover, precipitation time series must be reliable in areas with hydrological and ecosystem relevance, such as the Cerrado biome, one of the world's hotspots. In this context, this study aimed to evaluate the applicability of precipitation products obtained from different methodologies for hydrological modeling purposes in the Tocantins-Araguaia watershed using the Soil and Water Assessment Tool (SWAT) model. For this purpose, the following analyses were performed: i) Calibration and validation of satellite-estimated, point-by-pixel precipitation series; ii) simulation of future scenarios with calibrated parameters using interpolated precipitation data; iii) simulation of a long streamflow series, designated here as hydrological reanalysis, for the 20th century using climate reanalysis. The study site is located in the Cerrado with the control section defined at the Serra da Mesa hydroelectric power plant, comprising a drainage area of 51,237 km2. The precipitation datasets evaluated were: Satellite Precipitation Products - SPP (TMPA and IMERG); Interpolated Observed Data (IOD); and Climate Reanalysis (ERA-20CM, ERA-20C, and 20CRv3). The highest correlation and lowest errors between rain gauges and datasets were obtained at the monthly scale compared to the daily scale, in which SPP represented precipitation more adequately than the other products. The SPPs showed "very good" results for the monthly streamflow simulation, and IMERG stood out as a potential substitute for the TRMM in hydrologic modeling applications. The streamflow simulation from the IOD was the one that presented the best statistical indexes, and thus its calibrated parameters were used for the simulation of future scenarios combined with the Regional Climate Models Eta-HadGEM-ES and Eta-MIROC5. The results showed a possible reduction of up to 70% in the streamflow for the end of the XXI century, while runoff could reduce 54% in the first time slice. ERA-20CM presented lower quality results among the reanalysis, explained by the absence of the data assimilation of observations. Although ERA-20C presented superior results to ERA-20CM, o 20CRv3 was the only one capable of satisfactorily simulating the streamflow in the validation period and was used for the hydrological reanalysis of the 20th century. According to Pettitt's analysis, the main change point occurred in the 1970s, and the lowest average streamflow was observed during the first half of the 20th century. In the streamflow series derived from the hydrological reanalysis was identified extreme flood and drought events. However, some important events were not captured. Overall, SPP, IOD, and the 20CRv3 presented reliability as alternative input data for hydrological models and allowed to recreate past and future information besides overcoming the limitations of the spatial and temporal coverage of conventional monitoring.
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spelling Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plantModelagem hidrológica de longo termo na bacia hidrográfica do rio Tocantins à montante da usina hidrelétrica de Serra da MesaPrecipitação por satéliteMudanças climáticasReanálises climáticasSimulação hidrológicaGrid de dados de precipitação interpoladoSatellite precipitation productsClimate changesClimate reanalysisHydrological simulationInterpolated precipitation datasetHidrologiaHydrological models are important tools for water resource management, and their applicability is directly constrained by the availability and quality of precipitation time series. The adequate precipitation measurement is challenging due to its spatial and temporal variability, especially where the monitoring network is sparse. Moreover, precipitation time series must be reliable in areas with hydrological and ecosystem relevance, such as the Cerrado biome, one of the world's hotspots. In this context, this study aimed to evaluate the applicability of precipitation products obtained from different methodologies for hydrological modeling purposes in the Tocantins-Araguaia watershed using the Soil and Water Assessment Tool (SWAT) model. For this purpose, the following analyses were performed: i) Calibration and validation of satellite-estimated, point-by-pixel precipitation series; ii) simulation of future scenarios with calibrated parameters using interpolated precipitation data; iii) simulation of a long streamflow series, designated here as hydrological reanalysis, for the 20th century using climate reanalysis. The study site is located in the Cerrado with the control section defined at the Serra da Mesa hydroelectric power plant, comprising a drainage area of 51,237 km2. The precipitation datasets evaluated were: Satellite Precipitation Products - SPP (TMPA and IMERG); Interpolated Observed Data (IOD); and Climate Reanalysis (ERA-20CM, ERA-20C, and 20CRv3). The highest correlation and lowest errors between rain gauges and datasets were obtained at the monthly scale compared to the daily scale, in which SPP represented precipitation more adequately than the other products. The SPPs showed "very good" results for the monthly streamflow simulation, and IMERG stood out as a potential substitute for the TRMM in hydrologic modeling applications. The streamflow simulation from the IOD was the one that presented the best statistical indexes, and thus its calibrated parameters were used for the simulation of future scenarios combined with the Regional Climate Models Eta-HadGEM-ES and Eta-MIROC5. The results showed a possible reduction of up to 70% in the streamflow for the end of the XXI century, while runoff could reduce 54% in the first time slice. ERA-20CM presented lower quality results among the reanalysis, explained by the absence of the data assimilation of observations. Although ERA-20C presented superior results to ERA-20CM, o 20CRv3 was the only one capable of satisfactorily simulating the streamflow in the validation period and was used for the hydrological reanalysis of the 20th century. According to Pettitt's analysis, the main change point occurred in the 1970s, and the lowest average streamflow was observed during the first half of the 20th century. In the streamflow series derived from the hydrological reanalysis was identified extreme flood and drought events. However, some important events were not captured. Overall, SPP, IOD, and the 20CRv3 presented reliability as alternative input data for hydrological models and allowed to recreate past and future information besides overcoming the limitations of the spatial and temporal coverage of conventional monitoring.Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)Os modelos hidrológicos são ferramentas importantes para a gestão dos recursos hídricos e sua aplicabilidade é diretamente limitada pela disponibilidade e qualidade das séries temporais de precipitação. A alta variabilidade espacial e temporal que a precipitação apresenta faz do seu monitoramento um desafio, especialmente em locais onde a rede de monitoramento é esparsa. Além disso, em áreas com relevância hidrológica e ecossistêmica, como o bioma Cerrado que é um dos hotspots mundiais, as séries temporais de precipitação confiáveis são ainda mais requeridas. Nesse contexto, o presente trabalho teve como objetivo avaliar a aplicabilidade de produtos de precipitação obtidos a partir de diferentes metodologias para fins de modelagem hidrológica na bacia hidrográfica do Tocantins-Araguaia utilizando o modelo Soil and Water Assessment Tool (SWAT). Para isso, foram realizadas as seguintes análises: i) Calibração e validação de séries de precipitação estimada por satélites, ponto-a-pixel; ii) simulação de cenários futuros com parâmetros calibrados utilizando dados de precipitação interpolados; iii) simulação de uma longa série de vazão, denominada aqui de reanalise hidrológica, para o século 20 utilizando reanálises climáticas. O local do estudo está localizado no Cerrado com a seção de controle definida na usina hidrelétrica Serra da Mesa e abrange uma área de drenagem de 51.237 km2. Os conjuntos de dados de precipitação avaliados foram: Produtos de Precipitação obtidos a partir de Satélites - PPS (TMPA e IMERG); Dados Observados Interpolados (DOI); e Reanálises Climáticas (ERA-20CM, ERA-20C e 20CRv3). A maior correlação e os menores erros entre os pluviômetros e os conjuntos de dados foram obtidos na escala mensal comparada à diária, na qual o PPS representou a precipitação mais adequadamente que os demais conjuntos de dados. Para a simulação de vazão mensal, os PPSs apresentaram resultados "muito bons" e o IMERG se destacou como um potencial substituto do TRMM para a modelagem hidrológica. A simulação de vazão do DOI foi a que apresentou os melhores índices estatísticos e seus parâmetros calibrados foram utilizados para simular os cenários futuros, tendo como dados de entrada os Modelos Climáticos Regionais Eta/HadGEM2-ES e Eta/MIROC5. Os resultados mostraram uma possível redução de até 70% na vazão para o final do século XXI, enquanto o escoamento médio anual poderá diminuir em 54% até 2040. Dentre as reanálises, o ERA-20CM apresentou os piores resultados, o que pode ser explicado pela ausência da assimilação de dados de observações. Embora o ERA-20C apresentou resultado superior ao ERA-20CM, o 20CRv3 foi a única reanálise capaz de simular satisfatoriamente a vazão no período de validação sendo utilizado para a reanálise hidrológica do século XX. De acordo com a análise de Pettitt, o principal ponto de mudança na série de vazão ocorreu na década de 1970 e a menor vazão média foi observada durante a primeira metade do século XX. A partir da reanálise hidrológica foram observados episódios de cheias e secas, no entanto outros eventos importantes não foram capturados. De maneira geral, PPS, DOI e o 20CRv3 apresentaram confiabilidade para serem usados como dados de entrada para os modelos hidrológicos e permitiram criar informações passadas e futuras, além de superar as limitações de cobertura espacial e temporal do monitoramento convencional.Universidade Federal de LavrasPrograma de Pós-Graduação em Recursos HídricosUFLAbrasilDepartamento de Recursos HídricosViola, Marcelo RibeiroMello, Carlos Rogério deSilva, Benedito Cláudio daAvanzi, Junior CesarCorrea, Sly WongchuigAmorim, Jhones da Silva2022-03-16T20:32:42Z2022-03-16T20:32:42Z2022-03-162021-12-16info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisapplication/pdfAMORIM, J. da S. Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant. 2021. 130 p. Tese (Doutorado em Recursos Hídricos) – Universidade Federal de Lavras, Lavras, 2022.http://repositorio.ufla.br/jspui/handle/1/49509enginfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFLAinstname:Universidade Federal de Lavras (UFLA)instacron:UFLA2023-04-10T14:41:15Zoai:localhost:1/49509Repositório InstitucionalPUBhttp://repositorio.ufla.br/oai/requestnivaldo@ufla.br || repositorio.biblioteca@ufla.bropendoar:2023-04-10T14:41:15Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)false
dc.title.none.fl_str_mv Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant
Modelagem hidrológica de longo termo na bacia hidrográfica do rio Tocantins à montante da usina hidrelétrica de Serra da Mesa
title Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant
spellingShingle Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant
Amorim, Jhones da Silva
Precipitação por satélite
Mudanças climáticas
Reanálises climáticas
Simulação hidrológica
Grid de dados de precipitação interpolado
Satellite precipitation products
Climate changes
Climate reanalysis
Hydrological simulation
Interpolated precipitation dataset
Hidrologia
title_short Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant
title_full Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant
title_fullStr Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant
title_full_unstemmed Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant
title_sort Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant
author Amorim, Jhones da Silva
author_facet Amorim, Jhones da Silva
author_role author
dc.contributor.none.fl_str_mv Viola, Marcelo Ribeiro
Mello, Carlos Rogério de
Silva, Benedito Cláudio da
Avanzi, Junior Cesar
Correa, Sly Wongchuig
dc.contributor.author.fl_str_mv Amorim, Jhones da Silva
dc.subject.por.fl_str_mv Precipitação por satélite
Mudanças climáticas
Reanálises climáticas
Simulação hidrológica
Grid de dados de precipitação interpolado
Satellite precipitation products
Climate changes
Climate reanalysis
Hydrological simulation
Interpolated precipitation dataset
Hidrologia
topic Precipitação por satélite
Mudanças climáticas
Reanálises climáticas
Simulação hidrológica
Grid de dados de precipitação interpolado
Satellite precipitation products
Climate changes
Climate reanalysis
Hydrological simulation
Interpolated precipitation dataset
Hidrologia
description Hydrological models are important tools for water resource management, and their applicability is directly constrained by the availability and quality of precipitation time series. The adequate precipitation measurement is challenging due to its spatial and temporal variability, especially where the monitoring network is sparse. Moreover, precipitation time series must be reliable in areas with hydrological and ecosystem relevance, such as the Cerrado biome, one of the world's hotspots. In this context, this study aimed to evaluate the applicability of precipitation products obtained from different methodologies for hydrological modeling purposes in the Tocantins-Araguaia watershed using the Soil and Water Assessment Tool (SWAT) model. For this purpose, the following analyses were performed: i) Calibration and validation of satellite-estimated, point-by-pixel precipitation series; ii) simulation of future scenarios with calibrated parameters using interpolated precipitation data; iii) simulation of a long streamflow series, designated here as hydrological reanalysis, for the 20th century using climate reanalysis. The study site is located in the Cerrado with the control section defined at the Serra da Mesa hydroelectric power plant, comprising a drainage area of 51,237 km2. The precipitation datasets evaluated were: Satellite Precipitation Products - SPP (TMPA and IMERG); Interpolated Observed Data (IOD); and Climate Reanalysis (ERA-20CM, ERA-20C, and 20CRv3). The highest correlation and lowest errors between rain gauges and datasets were obtained at the monthly scale compared to the daily scale, in which SPP represented precipitation more adequately than the other products. The SPPs showed "very good" results for the monthly streamflow simulation, and IMERG stood out as a potential substitute for the TRMM in hydrologic modeling applications. The streamflow simulation from the IOD was the one that presented the best statistical indexes, and thus its calibrated parameters were used for the simulation of future scenarios combined with the Regional Climate Models Eta-HadGEM-ES and Eta-MIROC5. The results showed a possible reduction of up to 70% in the streamflow for the end of the XXI century, while runoff could reduce 54% in the first time slice. ERA-20CM presented lower quality results among the reanalysis, explained by the absence of the data assimilation of observations. Although ERA-20C presented superior results to ERA-20CM, o 20CRv3 was the only one capable of satisfactorily simulating the streamflow in the validation period and was used for the hydrological reanalysis of the 20th century. According to Pettitt's analysis, the main change point occurred in the 1970s, and the lowest average streamflow was observed during the first half of the 20th century. In the streamflow series derived from the hydrological reanalysis was identified extreme flood and drought events. However, some important events were not captured. Overall, SPP, IOD, and the 20CRv3 presented reliability as alternative input data for hydrological models and allowed to recreate past and future information besides overcoming the limitations of the spatial and temporal coverage of conventional monitoring.
publishDate 2021
dc.date.none.fl_str_mv 2021-12-16
2022-03-16T20:32:42Z
2022-03-16T20:32:42Z
2022-03-16
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
format doctoralThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv AMORIM, J. da S. Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant. 2021. 130 p. Tese (Doutorado em Recursos Hídricos) – Universidade Federal de Lavras, Lavras, 2022.
http://repositorio.ufla.br/jspui/handle/1/49509
identifier_str_mv AMORIM, J. da S. Long-term hydrological modeling in the Tocantins river basin upstream Serra da Mesa hydropower plant. 2021. 130 p. Tese (Doutorado em Recursos Hídricos) – Universidade Federal de Lavras, Lavras, 2022.
url http://repositorio.ufla.br/jspui/handle/1/49509
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Federal de Lavras
Programa de Pós-Graduação em Recursos Hídricos
UFLA
brasil
Departamento de Recursos Hídricos
publisher.none.fl_str_mv Universidade Federal de Lavras
Programa de Pós-Graduação em Recursos Hídricos
UFLA
brasil
Departamento de Recursos Hídricos
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFLA
instname:Universidade Federal de Lavras (UFLA)
instacron:UFLA
instname_str Universidade Federal de Lavras (UFLA)
instacron_str UFLA
institution UFLA
reponame_str Repositório Institucional da UFLA
collection Repositório Institucional da UFLA
repository.name.fl_str_mv Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)
repository.mail.fl_str_mv nivaldo@ufla.br || repositorio.biblioteca@ufla.br
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