Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLR

Detalhes bibliográficos
Ano de defesa: 2022
Autor(a) principal: Sousa, Francisco Judivan Celestino de
Orientador(a): Não Informado pela instituição
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal da Paraíba
Brasil
Engenharia Civil e Ambiental
Programa de Pós-Graduação em Engenharia Civil e Ambiental
UFPB
Programa de Pós-Graduação: Não Informado pela instituição
Departamento: Não Informado pela instituição
País: Não Informado pela instituição
Palavras-chave em Português:
Link de acesso: https://repositorio.ufpb.br/jspui/handle/123456789/32593
Resumo: The use of hydrological models has been driven by the increasing availability of data from remote sensing in the most diverse spatial and temporal resolutions. As a result, efforts have been made to incorporate distributed approaches to these models so that the characteristics of the basins can be properly represented in the models. However, the choice of spatial resolution is a fundamental phase of the modeling process, as the use of coarse resolutions can impair the spatial representation of basin characteristics, while the use of finer resolutions entails large amounts of data to be processed and stored, as well as the acquisition of this data can increase the cost of the process. Given this situation, several studies have sought to investigate the effect of using coarser resolutions in hydrological modeling. This work aims to evaluate the effect of spatial resolution in the distributed rainfall-runoff hydrological simulation using the Hidropixel-DLR model. Hidropixel is a distributed rainfall-runoff hydrological model that uses a pixel-level approach to estimate the runoff hydrograph. Excess rain is estimated in each of these pixels based on the SCS-CN method, and the flow generated is translated to the outlet based on the travel time of the analyzed pixel. The target study area of this research was the Upper Medway watershed (250 km²), located in the south east of England. From previous researches, carried out using the spatial resolution of 10m, the information planes were resampled to the target resolutions of this study: 30, 50, 90, 250, 500 and 1000m. Altogether 15 precipitation events were simulated in the Upper Medway basin using the Hidropixel-DLR using the calibration parameters developed in previous research using the resolution of 10m. The event response hydrographs were analyzed based on characteristic parameters, such as total volume drained, peak flow and peak time. The metrics used to evaluate the simulated hydrographs were the Nash-Sutcliffe coefficient (NSE) and the percentage of bias (PBIAS). An analysis of the effect of spatial resolution on the hydrological simulation was also carried out from other aspects, such as the assessment of changes in the topographic characteristics of the basin, evaluation of the route and length of rivers, quality of drainage networks and basin delimitation. Finally, a specific calibration process was also carried out for each resolution worked on in order to evaluate their performance in representing the hydrological response of events. The results showed that the model performed well when simulating precipitation events for the finer resolutions (30, 50 and 90m), obtaining average NSE values for these resolutions of 0.85, 0.74 and 0.58, respectively. On the other hand, the coarser resolutions showed unsatisfactory results for all events. In general aspects, the increase in the size of the pixel used by the model promoted a shortening of the drainage flow networks, resulting in a reduction in the travel times of the pixels belonging to the basin. Consequently, the hydrographs had the peak time parameter anticipated, as well as the peak flows increased. Specific calibration has greatly improved the NSE associated with hydrographs, indicating that the process can be used to enable the use of even coarser resolutions for the hydrological modeling process.
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spelling Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLRHidrologiaModelo chuva-vazão distribuídoMétodo SCS-CNMDE - Modelo Digital de ElevaçãoHidropixelDistributed rainfall-runoff modelSCS-CN methodDigital Elevation Model (DEM)CNPQ::ENGENHARIAS::ENGENHARIA CIVILThe use of hydrological models has been driven by the increasing availability of data from remote sensing in the most diverse spatial and temporal resolutions. As a result, efforts have been made to incorporate distributed approaches to these models so that the characteristics of the basins can be properly represented in the models. However, the choice of spatial resolution is a fundamental phase of the modeling process, as the use of coarse resolutions can impair the spatial representation of basin characteristics, while the use of finer resolutions entails large amounts of data to be processed and stored, as well as the acquisition of this data can increase the cost of the process. Given this situation, several studies have sought to investigate the effect of using coarser resolutions in hydrological modeling. This work aims to evaluate the effect of spatial resolution in the distributed rainfall-runoff hydrological simulation using the Hidropixel-DLR model. Hidropixel is a distributed rainfall-runoff hydrological model that uses a pixel-level approach to estimate the runoff hydrograph. Excess rain is estimated in each of these pixels based on the SCS-CN method, and the flow generated is translated to the outlet based on the travel time of the analyzed pixel. The target study area of this research was the Upper Medway watershed (250 km²), located in the south east of England. From previous researches, carried out using the spatial resolution of 10m, the information planes were resampled to the target resolutions of this study: 30, 50, 90, 250, 500 and 1000m. Altogether 15 precipitation events were simulated in the Upper Medway basin using the Hidropixel-DLR using the calibration parameters developed in previous research using the resolution of 10m. The event response hydrographs were analyzed based on characteristic parameters, such as total volume drained, peak flow and peak time. The metrics used to evaluate the simulated hydrographs were the Nash-Sutcliffe coefficient (NSE) and the percentage of bias (PBIAS). An analysis of the effect of spatial resolution on the hydrological simulation was also carried out from other aspects, such as the assessment of changes in the topographic characteristics of the basin, evaluation of the route and length of rivers, quality of drainage networks and basin delimitation. Finally, a specific calibration process was also carried out for each resolution worked on in order to evaluate their performance in representing the hydrological response of events. The results showed that the model performed well when simulating precipitation events for the finer resolutions (30, 50 and 90m), obtaining average NSE values for these resolutions of 0.85, 0.74 and 0.58, respectively. On the other hand, the coarser resolutions showed unsatisfactory results for all events. In general aspects, the increase in the size of the pixel used by the model promoted a shortening of the drainage flow networks, resulting in a reduction in the travel times of the pixels belonging to the basin. Consequently, the hydrographs had the peak time parameter anticipated, as well as the peak flows increased. Specific calibration has greatly improved the NSE associated with hydrographs, indicating that the process can be used to enable the use of even coarser resolutions for the hydrological modeling process.Pró-Reitoria de Pós-graduação da UFPB (PRPG/UFPB)A utilização de modelos hidrológicos vem sendo impulsionada pela crescente disponibilidade de dados oriundos do sensoriamento remoto nas mais diversas resoluções espaciais e temporais. Com isso, tem-se buscado incorporar abordagens distribuídas a esses modelos a fim de que as características das bacias possam vir a ser apropriadamente representadas nos modelos. Contudo, a escolha da resolução espacial é uma fase fundamental do processo de modelagem, pois a utilização de resoluções grosseiras pode prejudicar a representação espacial das características das bacias, enquanto a utilização de resoluções mais finas acarreta grandes quantidades de dados a serem processados e armazenados, bem como a aquisição desses dados pode elevar o custo do processo. Diante desse quadro, diversos estudos tem buscado investigar o efeito do uso de resoluções mais grosseiras na modelagem hidrológica. Esse trabalho tem por objetivo avaliar o efeito da resolução espacial na simulação hidrológica distribuída chuva-vazão a partir do modelo Hidropixel-DLR. O Hidropixel é um modelo hidrológico distribuído chuva-vazão que utiliza uma abordagem a nível de pixel para estimar o hidrograma de escoamento superficial. A chuva excedente é estimada em cada um desses pixels com base no método SCS-CN e a vazão gerada é transladada ao exutório com base no tempo de viagem do pixel analisado. A área de estudo alvo dessa pesquisa foi a bacia hidrográfica do Alto Medway (250 km²), localizada no sudeste da Inglaterra. A partir de pesquisas anteriores, realizadas utilizando a resolução espacial de 10m, os planos de informação foram reamostrados para as resoluções alvo desse estudo: 30, 50, 90, 250, 500 e 1000m. Ao todo foram simulados 15 eventos de precipitação na bacia do Alto Medway utilizando o Hidropixel-DLR com o uso dos parâmetros de calibração desenvolvidos em pesquisa anterior utilizando a resolução de 10m. Os hidrogramas de resposta dos eventos foram analisados a partir de parâmetros característicos, como volume total escoado, vazão de pico e tempo de pico. As métricas utilizadas para avaliar os hidrogramas simulados foram o coeficiente de Nash-Sutcliffe (NSE) e o percentual de viés (PBIAS). Também foi realizada uma análise do efeito da resolução espacial na simulação hidrológica a partir de outros aspectos, como avaliação das mudanças de características topográficas da bacia, avaliação do traçado e comprimento dos rios, qualidade das redes de drenagem e delimitação de bacias. Por fim, realizou-se também um processo de calibração específico para cada resolução trabalhada a fim de avaliar o desempenho dessas na representação da resposta hidrológica dos eventos. Os resultados mostraram que o modelo apresentou um bom desempenho ao simular os eventos de precipitação para as resoluções mais finas (30, 50 e 90m), obtendo valores de NSE médios para essas resoluções de 0.85, 0.74 e 0.58, respectivamente. Por outro lado, as resoluções mais grosseiras apresentaram resultados insatisfatórios para todos os eventos. Em aspectos gerais, o aumento do tamanho do pixel utilizado pelo modelo promoveu encurtamento das redes de fluxo de drenagem, acarretando na redução dos tempos de viagens dos pixels pertencentes à bacia. Consequentemente, os hidrogramas tiveram o parâmetro de tempo de pico antecipado, bem como as vazões de pico aumentadas. A calibração específica melhorou bastante o NSE associado aos hidrogramas, indicando que o processo pode ser utilizado para habilitar o uso de até mesmo resoluções mais grosseiras para o processo de modelagem hidrológica.Universidade Federal da ParaíbaBrasilEngenharia Civil e AmbientalPrograma de Pós-Graduação em Engenharia Civil e AmbientalUFPBPaz, Adriano Rolim dahttp://lattes.cnpq.br/2069883404215099Sousa, Francisco Judivan Celestino de2024-11-27T11:51:18Z2022-11-242024-11-27T11:51:18Z2022-09-23info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesishttps://repositorio.ufpb.br/jspui/handle/123456789/32593porAttribution-NoDerivs 3.0 Brazilhttp://creativecommons.org/licenses/by-nd/3.0/br/info:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFPBinstname:Universidade Federal da Paraíba (UFPB)instacron:UFPB2024-11-28T06:03:49Zoai:repositorio.ufpb.br:123456789/32593Repositório InstitucionalPUBhttps://repositorio.ufpb.br/oai/requestdiretoria@ufpb.br||bdtd@biblioteca.ufpb.bropendoar:25462024-11-28T06:03:49Repositório Institucional da UFPB - Universidade Federal da Paraíba (UFPB)false
dc.title.none.fl_str_mv Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLR
title Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLR
spellingShingle Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLR
Sousa, Francisco Judivan Celestino de
Hidrologia
Modelo chuva-vazão distribuído
Método SCS-CN
MDE - Modelo Digital de Elevação
Hidropixel
Distributed rainfall-runoff model
SCS-CN method
Digital Elevation Model (DEM)
CNPQ::ENGENHARIAS::ENGENHARIA CIVIL
title_short Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLR
title_full Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLR
title_fullStr Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLR
title_full_unstemmed Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLR
title_sort Efeito da resolução espacial na simulação hidrológica com o modelo HIDROPIXEL-DLR
author Sousa, Francisco Judivan Celestino de
author_facet Sousa, Francisco Judivan Celestino de
author_role author
dc.contributor.none.fl_str_mv Paz, Adriano Rolim da
http://lattes.cnpq.br/2069883404215099
dc.contributor.author.fl_str_mv Sousa, Francisco Judivan Celestino de
dc.subject.por.fl_str_mv Hidrologia
Modelo chuva-vazão distribuído
Método SCS-CN
MDE - Modelo Digital de Elevação
Hidropixel
Distributed rainfall-runoff model
SCS-CN method
Digital Elevation Model (DEM)
CNPQ::ENGENHARIAS::ENGENHARIA CIVIL
topic Hidrologia
Modelo chuva-vazão distribuído
Método SCS-CN
MDE - Modelo Digital de Elevação
Hidropixel
Distributed rainfall-runoff model
SCS-CN method
Digital Elevation Model (DEM)
CNPQ::ENGENHARIAS::ENGENHARIA CIVIL
description The use of hydrological models has been driven by the increasing availability of data from remote sensing in the most diverse spatial and temporal resolutions. As a result, efforts have been made to incorporate distributed approaches to these models so that the characteristics of the basins can be properly represented in the models. However, the choice of spatial resolution is a fundamental phase of the modeling process, as the use of coarse resolutions can impair the spatial representation of basin characteristics, while the use of finer resolutions entails large amounts of data to be processed and stored, as well as the acquisition of this data can increase the cost of the process. Given this situation, several studies have sought to investigate the effect of using coarser resolutions in hydrological modeling. This work aims to evaluate the effect of spatial resolution in the distributed rainfall-runoff hydrological simulation using the Hidropixel-DLR model. Hidropixel is a distributed rainfall-runoff hydrological model that uses a pixel-level approach to estimate the runoff hydrograph. Excess rain is estimated in each of these pixels based on the SCS-CN method, and the flow generated is translated to the outlet based on the travel time of the analyzed pixel. The target study area of this research was the Upper Medway watershed (250 km²), located in the south east of England. From previous researches, carried out using the spatial resolution of 10m, the information planes were resampled to the target resolutions of this study: 30, 50, 90, 250, 500 and 1000m. Altogether 15 precipitation events were simulated in the Upper Medway basin using the Hidropixel-DLR using the calibration parameters developed in previous research using the resolution of 10m. The event response hydrographs were analyzed based on characteristic parameters, such as total volume drained, peak flow and peak time. The metrics used to evaluate the simulated hydrographs were the Nash-Sutcliffe coefficient (NSE) and the percentage of bias (PBIAS). An analysis of the effect of spatial resolution on the hydrological simulation was also carried out from other aspects, such as the assessment of changes in the topographic characteristics of the basin, evaluation of the route and length of rivers, quality of drainage networks and basin delimitation. Finally, a specific calibration process was also carried out for each resolution worked on in order to evaluate their performance in representing the hydrological response of events. The results showed that the model performed well when simulating precipitation events for the finer resolutions (30, 50 and 90m), obtaining average NSE values for these resolutions of 0.85, 0.74 and 0.58, respectively. On the other hand, the coarser resolutions showed unsatisfactory results for all events. In general aspects, the increase in the size of the pixel used by the model promoted a shortening of the drainage flow networks, resulting in a reduction in the travel times of the pixels belonging to the basin. Consequently, the hydrographs had the peak time parameter anticipated, as well as the peak flows increased. Specific calibration has greatly improved the NSE associated with hydrographs, indicating that the process can be used to enable the use of even coarser resolutions for the hydrological modeling process.
publishDate 2022
dc.date.none.fl_str_mv 2022-11-24
2022-09-23
2024-11-27T11:51:18Z
2024-11-27T11:51:18Z
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 https://repositorio.ufpb.br/jspui/handle/123456789/32593
url https://repositorio.ufpb.br/jspui/handle/123456789/32593
dc.language.iso.fl_str_mv por
language por
dc.rights.driver.fl_str_mv Attribution-NoDerivs 3.0 Brazil
http://creativecommons.org/licenses/by-nd/3.0/br/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution-NoDerivs 3.0 Brazil
http://creativecommons.org/licenses/by-nd/3.0/br/
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal da Paraíba
Brasil
Engenharia Civil e Ambiental
Programa de Pós-Graduação em Engenharia Civil e Ambiental
UFPB
publisher.none.fl_str_mv Universidade Federal da Paraíba
Brasil
Engenharia Civil e Ambiental
Programa de Pós-Graduação em Engenharia Civil e Ambiental
UFPB
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFPB
instname:Universidade Federal da Paraíba (UFPB)
instacron:UFPB
instname_str Universidade Federal da Paraíba (UFPB)
instacron_str UFPB
institution UFPB
reponame_str Repositório Institucional da UFPB
collection Repositório Institucional da UFPB
repository.name.fl_str_mv Repositório Institucional da UFPB - Universidade Federal da Paraíba (UFPB)
repository.mail.fl_str_mv diretoria@ufpb.br||bdtd@biblioteca.ufpb.br
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