Precipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de bacias

Detalhes bibliográficos
Autor(a) principal: Paula, Stefany Correia de
Data de Publicação: 2015
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Repositório Institucional Manancial UFSM
Texto Completo: http://repositorio.ufsm.br/handle/1/7906
Resumo: In Hydrological rainfall-runoff models, rainfall is one of the main variables analyzed before being used as input data. However, its peculiar characteristics of occurrence make it challenging to measure, especially for developing countries, since it requires monitoring networks with high spatial and temporal resolutions. To overcome such problems, the use of remote sensing to estimate rainfall is being gradually diffused, with results considered of good reliability. In this sense, the objective was to evaluate the results generated by a rainfall-runoff modeling, using precipitation information estimated by the TRMM satellite, applied to four watersheds of different scales. To achieve this objective was used the concentrated model IPH II in the version for Windows® (WIN_IPH2 version 2, denominated in this work as WIPH2). In a first analysis, conducted for the watersheds of the rivers Turvo (1,540 km2), Ijuí (9,450 km2), Jacuí (38,700 km2) and Alto Uruguai (61,900 km2), which are located in southern Brazil, it was observed that the precipitation estimates provided by the TRMM satellite generated consistent spatialized mean rainfall in relation to the generated by rain gauges networks. Were found errors about 7.5% (Ijuí River watershed) to 15% (Turvo River, Jacuí River and Alto Uruguai watersheds). In overall, the daily mean rainfall, generated by the TRMM estimates, increased their correlation with the rain gauges information, as there was an increase in the watershed drainage area. In the modeling, it was noted that the WIPH2 showed good fit for the simulation of flows in the selected watersheds, with exception to the application in the Alto Uruguai watershed. In some cases, even though the mean rainfall estimated by the TRMM had generated greater uncertainty regarding the data generated by the different rain gauge networks, the model was able to compensate the deficiency of this information, by changing parameters within limits considered acceptable for the characteristics watershed. It was found that, in overall, precipitation estimated by the TRMM produced improvements in the flow evaluation coefficient (Nash-Sutcliffe NS, and correlation R coefficients), as there was an increase in the watershed drainage area until the Jacuí River watershed, with a decrease of the coefficients for the Alto Uruguai watershed, which was probably caused by the inadequacy of the WIPH2 concentrated model to the heterogeneous characteristics of the last watershed. In places with good rainfall monitoring coverage, the satellite estimates produced lower results than those generated by information measured by rain gauges. In places where the lack of equipment is accentuated and/or their distribution is non-uniform, the use of satellite estimates proved to be more reliable, reaching clearly superior results. In this sense, it was concluded that the TRMM satellite estimates may present as good alternatives to watersheds with scarce rainfall information measures on the ground, having great chances to show better results when compared to information of rain gauges scarce and poorly distributed.
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spelling 2016-05-022016-05-022015-11-06Paula, Stefany Correia de. Satellite estimated rainfall for use in rainfall-runoff concentrated model applied in different scales of watershed. 2015. 170 f. Dissertação (Mestrado em Engenharia Civil) - Universidade Federal de Santa Maria, Santa Maria, 2015.http://repositorio.ufsm.br/handle/1/7906In Hydrological rainfall-runoff models, rainfall is one of the main variables analyzed before being used as input data. However, its peculiar characteristics of occurrence make it challenging to measure, especially for developing countries, since it requires monitoring networks with high spatial and temporal resolutions. To overcome such problems, the use of remote sensing to estimate rainfall is being gradually diffused, with results considered of good reliability. In this sense, the objective was to evaluate the results generated by a rainfall-runoff modeling, using precipitation information estimated by the TRMM satellite, applied to four watersheds of different scales. To achieve this objective was used the concentrated model IPH II in the version for Windows® (WIN_IPH2 version 2, denominated in this work as WIPH2). In a first analysis, conducted for the watersheds of the rivers Turvo (1,540 km2), Ijuí (9,450 km2), Jacuí (38,700 km2) and Alto Uruguai (61,900 km2), which are located in southern Brazil, it was observed that the precipitation estimates provided by the TRMM satellite generated consistent spatialized mean rainfall in relation to the generated by rain gauges networks. Were found errors about 7.5% (Ijuí River watershed) to 15% (Turvo River, Jacuí River and Alto Uruguai watersheds). In overall, the daily mean rainfall, generated by the TRMM estimates, increased their correlation with the rain gauges information, as there was an increase in the watershed drainage area. In the modeling, it was noted that the WIPH2 showed good fit for the simulation of flows in the selected watersheds, with exception to the application in the Alto Uruguai watershed. In some cases, even though the mean rainfall estimated by the TRMM had generated greater uncertainty regarding the data generated by the different rain gauge networks, the model was able to compensate the deficiency of this information, by changing parameters within limits considered acceptable for the characteristics watershed. It was found that, in overall, precipitation estimated by the TRMM produced improvements in the flow evaluation coefficient (Nash-Sutcliffe NS, and correlation R coefficients), as there was an increase in the watershed drainage area until the Jacuí River watershed, with a decrease of the coefficients for the Alto Uruguai watershed, which was probably caused by the inadequacy of the WIPH2 concentrated model to the heterogeneous characteristics of the last watershed. In places with good rainfall monitoring coverage, the satellite estimates produced lower results than those generated by information measured by rain gauges. In places where the lack of equipment is accentuated and/or their distribution is non-uniform, the use of satellite estimates proved to be more reliable, reaching clearly superior results. In this sense, it was concluded that the TRMM satellite estimates may present as good alternatives to watersheds with scarce rainfall information measures on the ground, having great chances to show better results when compared to information of rain gauges scarce and poorly distributed.Nos modelos hidrológicos chuva-vazão, a precipitação é uma das principais variáveis analisadas antes de ser utilizada como informação de entrada. Entretanto, suas características peculiares de ocorrência a tornam de mensuração desafiadora, principalmente para países em desenvolvimento, já que requer redes de monitoramento com elevadas resoluções espaciais e temporais. Para contornar tais problemas, o uso do sensoriamento remoto para estimar precipitações está sendo aos poucos difundido, com resultados considerados de boa confiabilidade. Neste sentido, objetivou-se avaliar os resultados gerados por uma modelagem chuva-vazão, utilizando-se de informações de precipitação estimadas pelo satélite TRMM, aplicada a quatro bacias hidrográficas de diferentes escalas. Para isso foi utilizado o modelo concentrado IPH II, na versão para Windows® (WIN_IPH2 versão 2, denominado neste trabalho como WIPH2). Em uma primeira análise, realizada para as bacias hidrográficas dos rios Turvo (1.540 km2), Ijuí (9.450 km2), Jacuí (38.700 km2) e Alto Uruguai (61.900 km2), localizadas na região sul do Brasil, observou-se que as estimativas de precipitação fornecidas pelo satélite TRMM geraram chuvas médias espacializadas consistentes em relação às geradas pelas redes de pluviômetros, apresentando erros de volume na ordem de 7,5% (bacia do Rio Ijuí) a 15% (bacias dos rios Turvo, Jacuí e Alto Uruguai). Em geral, as chuvas médias diárias, geradas pelas estimativas do TRMM, aumentaram suas correlações com as informações de pluviômetros, conforme houve um aumento da área de drenagem da bacia hidrográfica. Na modelagem, notou-se que o WIPH2 mostrou bom ajuste para a simulação das vazões nas bacias selecionadas, com ressalvas à aplicação na bacia do Alto Uruguai. Em alguns casos, mesmo que a precipitação média estimada pelo TRMM possuísse maior incerteza com relação aos dados gerados pelas diferentes redes de pluviômetros, o modelo conseguiu compensar a deficiência desta informação, por meio da alteração de parâmetros, dentro de limites considerados aceitáveis para as características das bacias hidrográficas. Verificou-se que, em geral, as precipitações estimadas pelo TRMM produziram melhoras no coeficiente de avaliação das vazões (coeficientes de Nash-Sutcliffe NS, e de correlação - R), à medida em que houve um aumento da área de drenagem da bacia hidrográfica até a bacia do Rio Jacuí, com decréscimo dos coeficientes para a bacia do Alto Uruguai, que provavelmente foi causado pela falta de adequação do modelo concentrado WIPH2 às características heterogêneas da última bacia. Em locais com boa cobertura de monitoramento pluviométrico, as estimativas de satélite produziram resultados inferiores aqueles gerados por informações mensuradas em solo; já em locais onde a escassez de equipamentos é acentuada e/ou sua distribuição é não-uniforme, a utilização de estimativas de satélite se mostrou mais confiável, chegando a resultados visivelmente superiores. Neste sentido, concluiu-se que as estimativas do satélite TRMM podem se apresentar como boas alternativas para bacias com escassez de informações de precipitação medidas em solo, tendo grandes chances de apresentarem melhores resultados quando comparadas com informações pontuais escassas e mal distribuídas.Coordenação de Aperfeiçoamento de Pessoal de Nível Superiorapplication/pdfporUniversidade Federal de Santa MariaPrograma de Pós-Graduação em Engenharia CivilUFSMBREngenharia CivilIPH IITRMMEfeito de escalaScale effectCNPQ::ENGENHARIAS::ENGENHARIA CIVILPrecipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de baciasSatellite estimated rainfall for use in rainfall-runoff concentrated model applied in different scales of watershedinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisTassi, Rutineiahttp://lattes.cnpq.br/7584743367186364Bayer, Debora Missiohttp://lattes.cnpq.br/5799733583668443Collischonn, Brunohttp://lattes.cnpq.br/9737617725612656http://lattes.cnpq.br/0770305842020103Paula, Stefany Correia de300100000003400500300300300e05ccd2e-dc41-44be-9193-f56ab7c01df2c6d6ef8b-b25e-4b1c-8a42-f0cf03e9f0f0dbe33630-d5e9-42e0-b737-2ebaa6822169840a201a-4a96-4154-acf1-e975dd65bbb2info:eu-repo/semantics/openAccessreponame:Repositório Institucional Manancial UFSMinstname:Universidade Federal de Santa Maria (UFSM)instacron:UFSMORIGINALPAULA, STEFANY CORREIA DE.pdfapplication/pdf6856514http://repositorio.ufsm.br/bitstream/1/7906/1/PAULA%2c%20STEFANY%20CORREIA%20DE.pdfa6255c40d35d4a3b4938c83569982943MD51TEXTPAULA, STEFANY CORREIA DE.pdf.txtPAULA, STEFANY CORREIA DE.pdf.txtExtracted texttext/plain260389http://repositorio.ufsm.br/bitstream/1/7906/2/PAULA%2c%20STEFANY%20CORREIA%20DE.pdf.txt72696d951399d01ed415a85b6b74bef7MD52THUMBNAILPAULA, STEFANY CORREIA DE.pdf.jpgPAULA, STEFANY CORREIA DE.pdf.jpgIM Thumbnailimage/jpeg5184http://repositorio.ufsm.br/bitstream/1/7906/3/PAULA%2c%20STEFANY%20CORREIA%20DE.pdf.jpgefe22051f25867dbfbcac8311c030569MD531/79062022-06-10 17:22:24.664oai:repositorio.ufsm.br:1/7906Repositório Institucionalhttp://repositorio.ufsm.br/PUBhttp://repositorio.ufsm.br/oai/requestouvidoria@ufsm.bropendoar:39132022-06-10T20:22:24Repositório Institucional Manancial UFSM - Universidade Federal de Santa Maria (UFSM)false
dc.title.por.fl_str_mv Precipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de bacias
dc.title.alternative.eng.fl_str_mv Satellite estimated rainfall for use in rainfall-runoff concentrated model applied in different scales of watershed
title Precipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de bacias
spellingShingle Precipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de bacias
Paula, Stefany Correia de
IPH II
TRMM
Efeito de escala
Scale effect
CNPQ::ENGENHARIAS::ENGENHARIA CIVIL
title_short Precipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de bacias
title_full Precipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de bacias
title_fullStr Precipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de bacias
title_full_unstemmed Precipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de bacias
title_sort Precipitação estimada por satélite para uso em modelo concentrado chuva-vazão aplicado em diferentes escalas de bacias
author Paula, Stefany Correia de
author_facet Paula, Stefany Correia de
author_role author
dc.contributor.advisor1.fl_str_mv Tassi, Rutineia
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/7584743367186364
dc.contributor.referee1.fl_str_mv Bayer, Debora Missio
dc.contributor.referee1Lattes.fl_str_mv http://lattes.cnpq.br/5799733583668443
dc.contributor.referee2.fl_str_mv Collischonn, Bruno
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/9737617725612656
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/0770305842020103
dc.contributor.author.fl_str_mv Paula, Stefany Correia de
contributor_str_mv Tassi, Rutineia
Bayer, Debora Missio
Collischonn, Bruno
dc.subject.por.fl_str_mv IPH II
TRMM
Efeito de escala
topic IPH II
TRMM
Efeito de escala
Scale effect
CNPQ::ENGENHARIAS::ENGENHARIA CIVIL
dc.subject.eng.fl_str_mv Scale effect
dc.subject.cnpq.fl_str_mv CNPQ::ENGENHARIAS::ENGENHARIA CIVIL
description In Hydrological rainfall-runoff models, rainfall is one of the main variables analyzed before being used as input data. However, its peculiar characteristics of occurrence make it challenging to measure, especially for developing countries, since it requires monitoring networks with high spatial and temporal resolutions. To overcome such problems, the use of remote sensing to estimate rainfall is being gradually diffused, with results considered of good reliability. In this sense, the objective was to evaluate the results generated by a rainfall-runoff modeling, using precipitation information estimated by the TRMM satellite, applied to four watersheds of different scales. To achieve this objective was used the concentrated model IPH II in the version for Windows® (WIN_IPH2 version 2, denominated in this work as WIPH2). In a first analysis, conducted for the watersheds of the rivers Turvo (1,540 km2), Ijuí (9,450 km2), Jacuí (38,700 km2) and Alto Uruguai (61,900 km2), which are located in southern Brazil, it was observed that the precipitation estimates provided by the TRMM satellite generated consistent spatialized mean rainfall in relation to the generated by rain gauges networks. Were found errors about 7.5% (Ijuí River watershed) to 15% (Turvo River, Jacuí River and Alto Uruguai watersheds). In overall, the daily mean rainfall, generated by the TRMM estimates, increased their correlation with the rain gauges information, as there was an increase in the watershed drainage area. In the modeling, it was noted that the WIPH2 showed good fit for the simulation of flows in the selected watersheds, with exception to the application in the Alto Uruguai watershed. In some cases, even though the mean rainfall estimated by the TRMM had generated greater uncertainty regarding the data generated by the different rain gauge networks, the model was able to compensate the deficiency of this information, by changing parameters within limits considered acceptable for the characteristics watershed. It was found that, in overall, precipitation estimated by the TRMM produced improvements in the flow evaluation coefficient (Nash-Sutcliffe NS, and correlation R coefficients), as there was an increase in the watershed drainage area until the Jacuí River watershed, with a decrease of the coefficients for the Alto Uruguai watershed, which was probably caused by the inadequacy of the WIPH2 concentrated model to the heterogeneous characteristics of the last watershed. In places with good rainfall monitoring coverage, the satellite estimates produced lower results than those generated by information measured by rain gauges. In places where the lack of equipment is accentuated and/or their distribution is non-uniform, the use of satellite estimates proved to be more reliable, reaching clearly superior results. In this sense, it was concluded that the TRMM satellite estimates may present as good alternatives to watersheds with scarce rainfall information measures on the ground, having great chances to show better results when compared to information of rain gauges scarce and poorly distributed.
publishDate 2015
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identifier_str_mv Paula, Stefany Correia de. Satellite estimated rainfall for use in rainfall-runoff concentrated model applied in different scales of watershed. 2015. 170 f. Dissertação (Mestrado em Engenharia Civil) - Universidade Federal de Santa Maria, Santa Maria, 2015.
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