Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná

Bibliographic Details
Main Author: Borges, Julio Cesar Angelo
Publication Date: 2023
Format: Master thesis
Language: por
Source: Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT))
Download full: http://repositorio.utfpr.edu.br/jspui/handle/1/32780
Summary: Due to the recurring scenario of droughts that have affected the central-southern region of Brazil in the last 10 years and the increasing demand for water resources, the use of environmental modeling tools through prediction software gains prominence, including SWAT+ (Soil and Water Assessment Tool). This study aimed to obtain a spatiotemporal model capable of simulating the streamflow of the Piquiri River basin, located in the central-western region of the State of Paraná. Thus, the characterization of the study area was necessary, encompassing physical data such as topography, soil, land use and land cover, as well as climatological data of precipitation, wind, humidity, temperature, and solar radiation. This study was divided into 3 stages: 1st - obtaining and preparing input data for software use; 2nd - preprocessing to delimit the basin and hydrological response units; and 3rd - processing involving calibration, validation, and simulation of monthly streamflow. For the construction of the database necessary for the development of the SWAT+ model, soil data from SiBCS of EMBRAPA were used, climatological data were extracted from the IDR-Paraná system and CFSR provided by SWAT+ itself. In the model development, 1622 sub-basins and 10828 hydrological response units were generated in an area of 20,925.34 km². Among all existing streamflow stations in the study area, the Balsa Santa Rita station was chosen as the watershed outlet and as a control point for calibration and validation. To identify the most sensitive parameters as well as the most suitable limits for model calibration, 10 different calibration attempts were made, with the best calibration result for the period between 2003 and 2006 with a Nash-Sutcliffe index of 0.441. After obtaining the most suitable limits to maximize the model's efficiency, a calibrated model for the monthly streamflow of the Piquiri River basin was achieved, reaching a Nash-Sutcliffe efficiency index equivalent to 0.55, considered satisfactory. However, the model overestimated the average streamflow by about 38% as indicated by the PBIAS index. Parameters K, AWC, CHK, CHN, and MSK_CO2 were identified as the most sensitive, and the main cause for the low model efficiency can be attributed to the limited availability of error-free climatic data with long series for the evaluated region for all variables required by SWAT+, as well as data series like evapotranspiration and sediment that could be compared to generated data to serve as calibration parameters.
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spelling Modelagem hidrológica na bacia do Rio Piquiri no estado do ParanáHydrological modeling in the Piquiri River basin in the state of ParanáBacias hidrográficasModelos hidrológicosBalanço hidrológicoVazões naturaisWatershedsHydrologic modelsWater balance (Hidrology)StreamflowCNPQ::ENGENHARIAS::ENGENHARIA SANITARIAEngenharia/Tecnologia/GestãoDue to the recurring scenario of droughts that have affected the central-southern region of Brazil in the last 10 years and the increasing demand for water resources, the use of environmental modeling tools through prediction software gains prominence, including SWAT+ (Soil and Water Assessment Tool). This study aimed to obtain a spatiotemporal model capable of simulating the streamflow of the Piquiri River basin, located in the central-western region of the State of Paraná. Thus, the characterization of the study area was necessary, encompassing physical data such as topography, soil, land use and land cover, as well as climatological data of precipitation, wind, humidity, temperature, and solar radiation. This study was divided into 3 stages: 1st - obtaining and preparing input data for software use; 2nd - preprocessing to delimit the basin and hydrological response units; and 3rd - processing involving calibration, validation, and simulation of monthly streamflow. For the construction of the database necessary for the development of the SWAT+ model, soil data from SiBCS of EMBRAPA were used, climatological data were extracted from the IDR-Paraná system and CFSR provided by SWAT+ itself. In the model development, 1622 sub-basins and 10828 hydrological response units were generated in an area of 20,925.34 km². Among all existing streamflow stations in the study area, the Balsa Santa Rita station was chosen as the watershed outlet and as a control point for calibration and validation. To identify the most sensitive parameters as well as the most suitable limits for model calibration, 10 different calibration attempts were made, with the best calibration result for the period between 2003 and 2006 with a Nash-Sutcliffe index of 0.441. After obtaining the most suitable limits to maximize the model's efficiency, a calibrated model for the monthly streamflow of the Piquiri River basin was achieved, reaching a Nash-Sutcliffe efficiency index equivalent to 0.55, considered satisfactory. However, the model overestimated the average streamflow by about 38% as indicated by the PBIAS index. Parameters K, AWC, CHK, CHN, and MSK_CO2 were identified as the most sensitive, and the main cause for the low model efficiency can be attributed to the limited availability of error-free climatic data with long series for the evaluated region for all variables required by SWAT+, as well as data series like evapotranspiration and sediment that could be compared to generated data to serve as calibration parameters.Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)Devido ao cenário recorrente de estiagens que têm acometido a região centro-sul do Brasil nos últimos 10 anos e a crescente demanda por recursos hídricos, o uso de ferramentas de modelagem ambiental por meio de softwares de predição passa a ganhar destaque, entre elas o SWAT+ (Soil and Water Assessment Tool). Este trabalho objetivou obter um modelo espaço-temporal capaz de simular a vazão da bacia do Rio Piquiri, localizada na região centro-oeste do Estado do Paraná. Desse modo, a caracterização da área de estudo se fez necessária, abrangendo dados físicos como topografia, pedologia, uso e ocupação do solo, além de dados climatológicos de precipitação, ventos, umidade, temperatura e radiação solar. Este estudo foi segmentado em 3 etapas: 1ª- obtenção e preparação dos dados de entrada para uso do software; 2ª- pré-processamento para delimitar a bacia e as unidades de respostas hidrológicas; e 3ª- processamento realizando a calibração, validação e simulação da vazão mensal. Para a construção do banco de dados necessários ao desenvolvimento do modelo SWAT+ foram utilizados dados de solos existentes no SiBCS da EMBRAPA, os dados climatológicos foram extraídos do sistema do IDR-Paraná e do CFSR fornecidos pelo próprio SWAT+. Na elaboração do modelo foram geradas 1622 sub-bacias e 10828 unidades de resposta hidrológicas em uma área de 20.925,34 km². Dentre todas as estações fluviométricas existentes na área de estudo, a estação Balsa Santa Rita foi escolhida como exultório da bacia e como ponto de controle para a calibração e validação dos dados. Como forma de identificar os parâmetros mais sensíveis bem como os limites mais adequados para calibrar o modelo, foram feitas 10 diferentes tentativas de calibração tendo o melhor resultado de calibração para o período entre 2003 e 2006 com índice Nash-Sutcliffe 0,441. Após a obtenção dos limites mais adequados para maximizar a eficiência do modelo chegou-se a um modelo calibrado para vazão mensal da bacia do rio Piquiri que atingiu índice de eficiência de Nash-Sutcliffe equivalente a 0,55, sendo considerado satisfatório, porém o modelo superestimou em cerca de 38% a vazão média conforme indicou o índice PBIAS. Foram identificados como parâmetros mais sensíveis K, AWC, CHK, CHN e MSK_CO2 e como principal causa para a baixa eficiência do modelo pode-se indicar a pouca existência de dados climáticos sem falhas e com longas séries para a região avaliada para todas as variáveis exigidas pelo SWAT+ bem como séries de dados como evapotranspiração e sedimentos que pudessem ser comparados aos dados gerados, a fim de servir como parâmetros calibradores.Universidade Tecnológica Federal do ParanáLondrinaBrasilPrograma de Pós-Graduação em Engenharia AmbientalUTFPRPereira, Edilaine Reginahttps://orcid.org/0000-0001-7486-4467http://lattes.cnpq.br/9513984462191983Batista, Lígia Flávia Antuneshttps://orcid.org/0000-0002-2146-765Xhttp://lattes.cnpq.br/9956346241888896Bressiani, Danielle de Almeidahttps://orcid.org/0000-0002-3773-1574http://lattes.cnpq.br/8075521492435175Pereira, Edilaine Reginahttps://orcid.org/0000-0001-7486-4467http://lattes.cnpq.br/9513984462191983Martins, Jorge Albertohttps://orcid.org/0000-0003-4284-0676http://lattes.cnpq.br/8485518379872133Borges, Julio Cesar Angelo2023-10-26T21:16:37Z2023-10-26T21:16:37Z2023-09-22info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfBORGES, Julio Cesar Angelo. Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná. 2023. Dissertação (Mestrado em Engenharia Ambiental) - Universidade Tecnológica Federal do Paraná, Londrina, 2023.http://repositorio.utfpr.edu.br/jspui/handle/1/32780porhttps://creativecommons.org/licenses/by-nc-sa/4.0info:eu-repo/semantics/openAccessreponame:Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT))instname:Universidade Tecnológica Federal do Paraná (UTFPR)instacron:UTFPR2023-10-27T06:07:09Zoai:repositorio.utfpr.edu.br:1/32780Repositório InstitucionalPUBhttp://repositorio.utfpr.edu.br:8080/oai/requestriut@utfpr.edu.br || sibi@utfpr.edu.bropendoar:2023-10-27T06:07:09Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) - Universidade Tecnológica Federal do Paraná (UTFPR)false
dc.title.none.fl_str_mv Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná
Hydrological modeling in the Piquiri River basin in the state of Paraná
title Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná
spellingShingle Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná
Borges, Julio Cesar Angelo
Bacias hidrográficas
Modelos hidrológicos
Balanço hidrológico
Vazões naturais
Watersheds
Hydrologic models
Water balance (Hidrology)
Streamflow
CNPQ::ENGENHARIAS::ENGENHARIA SANITARIA
Engenharia/Tecnologia/Gestão
title_short Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná
title_full Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná
title_fullStr Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná
title_full_unstemmed Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná
title_sort Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná
author Borges, Julio Cesar Angelo
author_facet Borges, Julio Cesar Angelo
author_role author
dc.contributor.none.fl_str_mv Pereira, Edilaine Regina
https://orcid.org/0000-0001-7486-4467
http://lattes.cnpq.br/9513984462191983
Batista, Lígia Flávia Antunes
https://orcid.org/0000-0002-2146-765X
http://lattes.cnpq.br/9956346241888896
Bressiani, Danielle de Almeida
https://orcid.org/0000-0002-3773-1574
http://lattes.cnpq.br/8075521492435175
Pereira, Edilaine Regina
https://orcid.org/0000-0001-7486-4467
http://lattes.cnpq.br/9513984462191983
Martins, Jorge Alberto
https://orcid.org/0000-0003-4284-0676
http://lattes.cnpq.br/8485518379872133
dc.contributor.author.fl_str_mv Borges, Julio Cesar Angelo
dc.subject.por.fl_str_mv Bacias hidrográficas
Modelos hidrológicos
Balanço hidrológico
Vazões naturais
Watersheds
Hydrologic models
Water balance (Hidrology)
Streamflow
CNPQ::ENGENHARIAS::ENGENHARIA SANITARIA
Engenharia/Tecnologia/Gestão
topic Bacias hidrográficas
Modelos hidrológicos
Balanço hidrológico
Vazões naturais
Watersheds
Hydrologic models
Water balance (Hidrology)
Streamflow
CNPQ::ENGENHARIAS::ENGENHARIA SANITARIA
Engenharia/Tecnologia/Gestão
description Due to the recurring scenario of droughts that have affected the central-southern region of Brazil in the last 10 years and the increasing demand for water resources, the use of environmental modeling tools through prediction software gains prominence, including SWAT+ (Soil and Water Assessment Tool). This study aimed to obtain a spatiotemporal model capable of simulating the streamflow of the Piquiri River basin, located in the central-western region of the State of Paraná. Thus, the characterization of the study area was necessary, encompassing physical data such as topography, soil, land use and land cover, as well as climatological data of precipitation, wind, humidity, temperature, and solar radiation. This study was divided into 3 stages: 1st - obtaining and preparing input data for software use; 2nd - preprocessing to delimit the basin and hydrological response units; and 3rd - processing involving calibration, validation, and simulation of monthly streamflow. For the construction of the database necessary for the development of the SWAT+ model, soil data from SiBCS of EMBRAPA were used, climatological data were extracted from the IDR-Paraná system and CFSR provided by SWAT+ itself. In the model development, 1622 sub-basins and 10828 hydrological response units were generated in an area of 20,925.34 km². Among all existing streamflow stations in the study area, the Balsa Santa Rita station was chosen as the watershed outlet and as a control point for calibration and validation. To identify the most sensitive parameters as well as the most suitable limits for model calibration, 10 different calibration attempts were made, with the best calibration result for the period between 2003 and 2006 with a Nash-Sutcliffe index of 0.441. After obtaining the most suitable limits to maximize the model's efficiency, a calibrated model for the monthly streamflow of the Piquiri River basin was achieved, reaching a Nash-Sutcliffe efficiency index equivalent to 0.55, considered satisfactory. However, the model overestimated the average streamflow by about 38% as indicated by the PBIAS index. Parameters K, AWC, CHK, CHN, and MSK_CO2 were identified as the most sensitive, and the main cause for the low model efficiency can be attributed to the limited availability of error-free climatic data with long series for the evaluated region for all variables required by SWAT+, as well as data series like evapotranspiration and sediment that could be compared to generated data to serve as calibration parameters.
publishDate 2023
dc.date.none.fl_str_mv 2023-10-26T21:16:37Z
2023-10-26T21:16:37Z
2023-09-22
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv BORGES, Julio Cesar Angelo. Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná. 2023. Dissertação (Mestrado em Engenharia Ambiental) - Universidade Tecnológica Federal do Paraná, Londrina, 2023.
http://repositorio.utfpr.edu.br/jspui/handle/1/32780
identifier_str_mv BORGES, Julio Cesar Angelo. Modelagem hidrológica na bacia do Rio Piquiri no estado do Paraná. 2023. Dissertação (Mestrado em Engenharia Ambiental) - Universidade Tecnológica Federal do Paraná, Londrina, 2023.
url http://repositorio.utfpr.edu.br/jspui/handle/1/32780
dc.language.iso.fl_str_mv por
language por
dc.rights.driver.fl_str_mv https://creativecommons.org/licenses/by-nc-sa/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by-nc-sa/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Tecnológica Federal do Paraná
Londrina
Brasil
Programa de Pós-Graduação em Engenharia Ambiental
UTFPR
publisher.none.fl_str_mv Universidade Tecnológica Federal do Paraná
Londrina
Brasil
Programa de Pós-Graduação em Engenharia Ambiental
UTFPR
dc.source.none.fl_str_mv reponame:Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT))
instname:Universidade Tecnológica Federal do Paraná (UTFPR)
instacron:UTFPR
instname_str Universidade Tecnológica Federal do Paraná (UTFPR)
instacron_str UTFPR
institution UTFPR
reponame_str Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT))
collection Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT))
repository.name.fl_str_mv Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) - Universidade Tecnológica Federal do Paraná (UTFPR)
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