Simulação hidrossedimentológica da bacia do rio Vacacaí Mirim
Ano de defesa: | 2018 |
---|---|
Autor(a) principal: | |
Orientador(a): | |
Banca de defesa: | , |
Tipo de documento: | Dissertação |
Tipo de acesso: | Acesso aberto |
Idioma: | por |
Instituição de defesa: |
Universidade Federal de Santa Maria
Centro de Tecnologia |
Programa de Pós-Graduação: |
Programa de Pós-Graduação em Engenharia Ambiental
|
Departamento: |
Engenharia Ambiental
|
País: |
Brasil
|
Palavras-chave em Português: | |
Palavras-chave em Inglês: | |
Área do conhecimento CNPq: | |
Link de acesso: | http://repositorio.ufsm.br/handle/1/14565 |
Resumo: | Modeling has been shown to be an important tool to aid in the planning and management of water resources in river basins. Thus, the hydrosedimentological modeling of the catchment area of the Vacacaí Mirim river seeks to simulate the sedimentological behavior through the estimation of sediment production and transport. The work used the HEC-HMS hydrological model to perform the hydrosedimentological simulation of the basin. The input data of the model were obtained from BDGHIDROS, ANA, INMET and CPTEC. A liquid discharge key curve with superior extrapolation and a solid discharge key curve for the period considered (2007–2016) was established. Model input parameters such as Curve Number (CN) and MUSLE factors were obtained from the analysis of physiographic characteristics of the basin by geoprocessing techniques. The calibration of the model considered the period from 2008 to 2011 and returned quite satisfactory values for the coefficients of performance of the model. The Nash-Sutcliffe (NS) efficiency coefficient presented a value of 0,791, the Percent BIAS coefficient (PBIAS) presented value of -0,003% and the RSR coefficient presented a value of 0,457. For the validation of the model, the period from 2012 to 2016 was used. The validation of the model presented satisfactory performance values. The NS coefficient presented a value of 0,560, the PBIAS coefficient presented a value of -1,332% and the RSR coefficient showed a value of 0,663, which indicates adequacy of the model. The negative sign values for the PBIAS indicate overestimation of the model in relation to the observed data. The hydrosedimentological simulations were carried out for the same periods considered in the calibration and validation of the model and were evaluated using the total solid discharges calculated and observed and for all methods of calculation of potential sediment transport. The first simulated period (2008–2011) presented unsatisfactory values for the model performance coefficients for all sediment transport potential calculation methods. For the second simulated period (2012-2016) the Engelung-Hansen method was the only one that presented satisfactory values for the coefficients of performance of the model. The value of the NS coefficient was 0,531, the PBIAS coefficient was 43,686% and the RSR coefficient was 0,685. Another method used to evaluate sediment yield and transport was the sediment delivery ratio (SDR), which presented values of 20,56% for the calculated total solid discharge and 64,13% for that observed for the first simulated period, for the Engelund-Hansen method. For the second simulated period, the values were 26,52% for the calculated total solid discharge and 47,09% for the total solid discharge observed, also for the Engelund-Hansen method. The SDR values were calculated considering the calculated volumes of sediment produced by MUSLE. The SDR values for the total solid discharges of both simulated periods presented values compatible with values obtained in the literature. |
id |
UFSM_a6e37d43834db54f7128ece4f3f1bf83 |
---|---|
oai_identifier_str |
oai:repositorio.ufsm.br:1/14565 |
network_acronym_str |
UFSM |
network_name_str |
Biblioteca Digital de Teses e Dissertações do UFSM |
repository_id_str |
|
spelling |
2018-10-16T17:47:02Z2018-10-16T17:47:02Z2018-02-21http://repositorio.ufsm.br/handle/1/14565Modeling has been shown to be an important tool to aid in the planning and management of water resources in river basins. Thus, the hydrosedimentological modeling of the catchment area of the Vacacaí Mirim river seeks to simulate the sedimentological behavior through the estimation of sediment production and transport. The work used the HEC-HMS hydrological model to perform the hydrosedimentological simulation of the basin. The input data of the model were obtained from BDGHIDROS, ANA, INMET and CPTEC. A liquid discharge key curve with superior extrapolation and a solid discharge key curve for the period considered (2007–2016) was established. Model input parameters such as Curve Number (CN) and MUSLE factors were obtained from the analysis of physiographic characteristics of the basin by geoprocessing techniques. The calibration of the model considered the period from 2008 to 2011 and returned quite satisfactory values for the coefficients of performance of the model. The Nash-Sutcliffe (NS) efficiency coefficient presented a value of 0,791, the Percent BIAS coefficient (PBIAS) presented value of -0,003% and the RSR coefficient presented a value of 0,457. For the validation of the model, the period from 2012 to 2016 was used. The validation of the model presented satisfactory performance values. The NS coefficient presented a value of 0,560, the PBIAS coefficient presented a value of -1,332% and the RSR coefficient showed a value of 0,663, which indicates adequacy of the model. The negative sign values for the PBIAS indicate overestimation of the model in relation to the observed data. The hydrosedimentological simulations were carried out for the same periods considered in the calibration and validation of the model and were evaluated using the total solid discharges calculated and observed and for all methods of calculation of potential sediment transport. The first simulated period (2008–2011) presented unsatisfactory values for the model performance coefficients for all sediment transport potential calculation methods. For the second simulated period (2012-2016) the Engelung-Hansen method was the only one that presented satisfactory values for the coefficients of performance of the model. The value of the NS coefficient was 0,531, the PBIAS coefficient was 43,686% and the RSR coefficient was 0,685. Another method used to evaluate sediment yield and transport was the sediment delivery ratio (SDR), which presented values of 20,56% for the calculated total solid discharge and 64,13% for that observed for the first simulated period, for the Engelund-Hansen method. For the second simulated period, the values were 26,52% for the calculated total solid discharge and 47,09% for the total solid discharge observed, also for the Engelund-Hansen method. The SDR values were calculated considering the calculated volumes of sediment produced by MUSLE. The SDR values for the total solid discharges of both simulated periods presented values compatible with values obtained in the literature.A modelagem vem se mostrando como uma importante ferramenta no auxílio do planejamento e gestão dos recursos hídricos em bacias hidrográficas. Dessa forma, a modelagem hidrossedimentológica da bacia hidrográfica do rio Vacacaí Mirim busca simular o comportamento sedimentológico através da estimativa da produção e do transporte de sedimentos. O trabalho utilizou do modelo hidrológico HEC-HMS para realizar a simulação hidrossedimentológica da bacia. Os dados de entrada do modelo foram obtidos do BDGHIDROS, da ANA, do INMET e do CPTEC. Estabeleceu-se uma curva-chave de descarga líquida com extrapolação superior e uma curva-chave de descarga sólida para o período considerado (2007–2016). Parâmetros de entrada do modelo como o Curve Number (CN) e os fatores da MUSLE foram obtidos a partir da análise de características fisiográficas da bacia por técnicas de geoprocessamento. A calibração do modelo considerou o período de 2008 à 2011 e retornou valores satisfatórios para os coeficientes de desempenho do modelo. O coeficiente de eficiência de Nash-Sutcliffe (NS) apresentou valor de 0,791, o coeficiente Percent BIAS (PBIAS) apresento valor de -0,003% e o coeficiente RSR apresentou valor de 0,457. Para a validação do modelo utilizou-se o período de 2012 à 2016. A validação do modelo apresentou valores de desempenho satisfatórios. O coeficiente NS apresentou valor de 0,560, o coeficiente PBIAS apresentou valor de -1,332% e o coeficiente RSR apresentou valor de 0,663, o que indica adequação do modelo. Os valores com sinal negativo para o PBIAS indica superestimação do modelo em relação aos dados observados. As simulações hidrossedimentológicas se deram para os mesmos períodos considerados na calibração e validação do modelo e foram avaliadas utilizando as descargas sólidas totais calculadas e observadas e para todos os métodos de cálculo de transporte potencial de sedimentos. O primeiro período simulado (2008–2011) apresentou valores insatisfatórios para os coeficientes de desempenho do modelo para todos os métodos de cálculo de transporte potencial de sedimentos. Para o segundo período simulado (2012–2016) o método de Engelung-Hansen foi o único que apresentou valores satisfatórios para os coeficientes de desempenho do modelo. O valor do coeficiente NS foi de 0,531, do coeficiente PBIAS foi de 43,686% e do coeficiente RSR foi de 0,685. Outra forma utilizada para avaliar a produção e o transporte de sedimentos foi a taxa de transferência de sedimentos (SDR), a qual apresentou valores de 20,56% para a descarga sólida total calculada e 64,13% para a observada, para o primeiro período simulado, para o método de Engelund-Hansen. Para o segundo período simulado, os valores foram de 26,52% para a descarga sólida total calculada e 47,09% para a descarga sólida total observada, também para o método de Engelund-Hansen. Os valores de SDR foram calculados considerando os volumes calculados de sedimentos produzidos pela MUSLE. Os valores de SDR para as descargas sólidas totais de ambos períodos simulados apresentaram valores compatíveis com valores obtidos na literatura.porUniversidade Federal de Santa MariaCentro de TecnologiaPrograma de Pós-Graduação em Engenharia AmbientalUFSMBrasilEngenharia AmbientalAttribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessSedimentosHEC-HMSProdução e transporte de sedimentosSedimentHEC-HMSSediment production and transportCNPQ::ENGENHARIASSimulação hidrossedimentológica da bacia do rio Vacacaí MirimHydrosesedimentological modeling of the Vacacaí Mirim river basin using the hec-hms modelinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisPaiva, João Batista Dias dehttp://lattes.cnpq.br/8797362461678439Pinheiro, Adilsonhttp://lattes.cnpq.br/7655568160453478Pinto, Leandro Conceiçãohttp://lattes.cnpq.br/6350225828078466http://lattes.cnpq.br/2733933242560887Batistel, Leonardo30000000000960081e0fd8f-82cb-4fee-b955-800ec8ca5fd8b20b4456-127e-4d52-abe4-4ffb86eb0a8a71290dd4-9a61-469d-b6e4-e2f54f99415eadff7673-b61f-4841-b2b0-bff9eb46f562reponame:Biblioteca Digital de Teses e Dissertações do UFSMinstname:Universidade Federal de Santa Maria (UFSM)instacron:UFSMORIGINALDIS_PPGEA_2018_BATISTEL_LEONARDO.pdfDIS_PPGEA_2018_BATISTEL_LEONARDO.pdfDissertação de Mestradoapplication/pdf12351068http://repositorio.ufsm.br/bitstream/1/14565/1/DIS_PPGEA_2018_BATISTEL_LEONARDO.pdf56e6aab56e72b83b0dbd418db2068692MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8804http://repositorio.ufsm.br/bitstream/1/14565/2/license_rdfc1efe8e24d7281448e873be30ea326ffMD52LICENSElicense.txtlicense.txttext/plain; charset=utf-81956http://repositorio.ufsm.br/bitstream/1/14565/3/license.txt2f0571ecee68693bd5cd3f17c1e075dfMD53TEXTDIS_PPGEA_2018_BATISTEL_LEONARDO.pdf.txtDIS_PPGEA_2018_BATISTEL_LEONARDO.pdf.txtExtracted texttext/plain215747http://repositorio.ufsm.br/bitstream/1/14565/4/DIS_PPGEA_2018_BATISTEL_LEONARDO.pdf.txt61c84285a5a84c2c45be4e7518228dbeMD54THUMBNAILDIS_PPGEA_2018_BATISTEL_LEONARDO.pdf.jpgDIS_PPGEA_2018_BATISTEL_LEONARDO.pdf.jpgIM Thumbnailimage/jpeg4532http://repositorio.ufsm.br/bitstream/1/14565/5/DIS_PPGEA_2018_BATISTEL_LEONARDO.pdf.jpg5abe27325d90cb43fe64080f9c0675a1MD551/145652022-06-14 08:52:54.538oai:repositorio.ufsm.br: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 Digital de Teses e Dissertaçõeshttps://repositorio.ufsm.br/ONGhttps://repositorio.ufsm.br/oai/requestatendimento.sib@ufsm.br||tedebc@gmail.comopendoar:2022-06-14T11:52:54Biblioteca Digital de Teses e Dissertações do UFSM - Universidade Federal de Santa Maria (UFSM)false |
dc.title.por.fl_str_mv |
Simulação hidrossedimentológica da bacia do rio Vacacaí Mirim |
dc.title.alternative.eng.fl_str_mv |
Hydrosesedimentological modeling of the Vacacaí Mirim river basin using the hec-hms model |
title |
Simulação hidrossedimentológica da bacia do rio Vacacaí Mirim |
spellingShingle |
Simulação hidrossedimentológica da bacia do rio Vacacaí Mirim Batistel, Leonardo Sedimentos HEC-HMS Produção e transporte de sedimentos Sediment HEC-HMS Sediment production and transport CNPQ::ENGENHARIAS |
title_short |
Simulação hidrossedimentológica da bacia do rio Vacacaí Mirim |
title_full |
Simulação hidrossedimentológica da bacia do rio Vacacaí Mirim |
title_fullStr |
Simulação hidrossedimentológica da bacia do rio Vacacaí Mirim |
title_full_unstemmed |
Simulação hidrossedimentológica da bacia do rio Vacacaí Mirim |
title_sort |
Simulação hidrossedimentológica da bacia do rio Vacacaí Mirim |
author |
Batistel, Leonardo |
author_facet |
Batistel, Leonardo |
author_role |
author |
dc.contributor.advisor1.fl_str_mv |
Paiva, João Batista Dias de |
dc.contributor.advisor1Lattes.fl_str_mv |
http://lattes.cnpq.br/8797362461678439 |
dc.contributor.referee1.fl_str_mv |
Pinheiro, Adilson |
dc.contributor.referee1Lattes.fl_str_mv |
http://lattes.cnpq.br/7655568160453478 |
dc.contributor.referee2.fl_str_mv |
Pinto, Leandro Conceição |
dc.contributor.referee2Lattes.fl_str_mv |
http://lattes.cnpq.br/6350225828078466 |
dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/2733933242560887 |
dc.contributor.author.fl_str_mv |
Batistel, Leonardo |
contributor_str_mv |
Paiva, João Batista Dias de Pinheiro, Adilson Pinto, Leandro Conceição |
dc.subject.por.fl_str_mv |
Sedimentos HEC-HMS Produção e transporte de sedimentos |
topic |
Sedimentos HEC-HMS Produção e transporte de sedimentos Sediment HEC-HMS Sediment production and transport CNPQ::ENGENHARIAS |
dc.subject.eng.fl_str_mv |
Sediment HEC-HMS Sediment production and transport |
dc.subject.cnpq.fl_str_mv |
CNPQ::ENGENHARIAS |
description |
Modeling has been shown to be an important tool to aid in the planning and management of water resources in river basins. Thus, the hydrosedimentological modeling of the catchment area of the Vacacaí Mirim river seeks to simulate the sedimentological behavior through the estimation of sediment production and transport. The work used the HEC-HMS hydrological model to perform the hydrosedimentological simulation of the basin. The input data of the model were obtained from BDGHIDROS, ANA, INMET and CPTEC. A liquid discharge key curve with superior extrapolation and a solid discharge key curve for the period considered (2007–2016) was established. Model input parameters such as Curve Number (CN) and MUSLE factors were obtained from the analysis of physiographic characteristics of the basin by geoprocessing techniques. The calibration of the model considered the period from 2008 to 2011 and returned quite satisfactory values for the coefficients of performance of the model. The Nash-Sutcliffe (NS) efficiency coefficient presented a value of 0,791, the Percent BIAS coefficient (PBIAS) presented value of -0,003% and the RSR coefficient presented a value of 0,457. For the validation of the model, the period from 2012 to 2016 was used. The validation of the model presented satisfactory performance values. The NS coefficient presented a value of 0,560, the PBIAS coefficient presented a value of -1,332% and the RSR coefficient showed a value of 0,663, which indicates adequacy of the model. The negative sign values for the PBIAS indicate overestimation of the model in relation to the observed data. The hydrosedimentological simulations were carried out for the same periods considered in the calibration and validation of the model and were evaluated using the total solid discharges calculated and observed and for all methods of calculation of potential sediment transport. The first simulated period (2008–2011) presented unsatisfactory values for the model performance coefficients for all sediment transport potential calculation methods. For the second simulated period (2012-2016) the Engelung-Hansen method was the only one that presented satisfactory values for the coefficients of performance of the model. The value of the NS coefficient was 0,531, the PBIAS coefficient was 43,686% and the RSR coefficient was 0,685. Another method used to evaluate sediment yield and transport was the sediment delivery ratio (SDR), which presented values of 20,56% for the calculated total solid discharge and 64,13% for that observed for the first simulated period, for the Engelund-Hansen method. For the second simulated period, the values were 26,52% for the calculated total solid discharge and 47,09% for the total solid discharge observed, also for the Engelund-Hansen method. The SDR values were calculated considering the calculated volumes of sediment produced by MUSLE. The SDR values for the total solid discharges of both simulated periods presented values compatible with values obtained in the literature. |
publishDate |
2018 |
dc.date.accessioned.fl_str_mv |
2018-10-16T17:47:02Z |
dc.date.available.fl_str_mv |
2018-10-16T17:47:02Z |
dc.date.issued.fl_str_mv |
2018-02-21 |
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 |
http://repositorio.ufsm.br/handle/1/14565 |
url |
http://repositorio.ufsm.br/handle/1/14565 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.relation.cnpq.fl_str_mv |
300000000009 |
dc.relation.confidence.fl_str_mv |
600 |
dc.relation.authority.fl_str_mv |
81e0fd8f-82cb-4fee-b955-800ec8ca5fd8 b20b4456-127e-4d52-abe4-4ffb86eb0a8a 71290dd4-9a61-469d-b6e4-e2f54f99415e adff7673-b61f-4841-b2b0-bff9eb46f562 |
dc.rights.driver.fl_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ |
eu_rights_str_mv |
openAccess |
dc.publisher.none.fl_str_mv |
Universidade Federal de Santa Maria Centro de Tecnologia |
dc.publisher.program.fl_str_mv |
Programa de Pós-Graduação em Engenharia Ambiental |
dc.publisher.initials.fl_str_mv |
UFSM |
dc.publisher.country.fl_str_mv |
Brasil |
dc.publisher.department.fl_str_mv |
Engenharia Ambiental |
publisher.none.fl_str_mv |
Universidade Federal de Santa Maria Centro de Tecnologia |
dc.source.none.fl_str_mv |
reponame:Biblioteca Digital de Teses e Dissertações do UFSM instname:Universidade Federal de Santa Maria (UFSM) instacron:UFSM |
instname_str |
Universidade Federal de Santa Maria (UFSM) |
instacron_str |
UFSM |
institution |
UFSM |
reponame_str |
Biblioteca Digital de Teses e Dissertações do UFSM |
collection |
Biblioteca Digital de Teses e Dissertações do UFSM |
bitstream.url.fl_str_mv |
http://repositorio.ufsm.br/bitstream/1/14565/1/DIS_PPGEA_2018_BATISTEL_LEONARDO.pdf http://repositorio.ufsm.br/bitstream/1/14565/2/license_rdf http://repositorio.ufsm.br/bitstream/1/14565/3/license.txt http://repositorio.ufsm.br/bitstream/1/14565/4/DIS_PPGEA_2018_BATISTEL_LEONARDO.pdf.txt http://repositorio.ufsm.br/bitstream/1/14565/5/DIS_PPGEA_2018_BATISTEL_LEONARDO.pdf.jpg |
bitstream.checksum.fl_str_mv |
56e6aab56e72b83b0dbd418db2068692 c1efe8e24d7281448e873be30ea326ff 2f0571ecee68693bd5cd3f17c1e075df 61c84285a5a84c2c45be4e7518228dbe 5abe27325d90cb43fe64080f9c0675a1 |
bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 MD5 |
repository.name.fl_str_mv |
Biblioteca Digital de Teses e Dissertações do UFSM - Universidade Federal de Santa Maria (UFSM) |
repository.mail.fl_str_mv |
atendimento.sib@ufsm.br||tedebc@gmail.com |
_version_ |
1793239978367516672 |