Swat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold mining

Detalhes bibliográficos
Ano de defesa: 2017
Autor(a) principal: Camila Andrade Abe
Orientador(a): Evlyn Márcia Leão de Moraes Novo, Felipe de Lucia Lobo
Banca de defesa: Laura de Simone Borma, Maycira Costa, Yonas Berhan Dibike, Conrado de Moraes Rudorff
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Instituto Nacional de Pesquisas Espaciais (INPE)
Programa de Pós-Graduação: Programa de Pós-Graduação do INPE em Sensoriamento Remoto
Departamento: Não Informado pela instituição
País: BR
Link de acesso: http://urlib.net/sid.inpe.br/mtc-m21b/2017/07.24.14.13
Resumo: Land cover change such as replacing the forest with pasture or bare soil areas can significantly affect the water cycle, altering streamflow regime, accelerating or intensifying erosive processes and influencing water quality and availability. In Crepori River basin, the expansion of gold mining activity has caused an increase in sediment concentration in the river. Sediment concentration in rivers can be quantified using direct or indirect methods, but it is usually difficult to quantify sediment generated by point and non-point sources, such as mining activities and land cover, respectively. In this study, SWAT model (Soil and Water Assessment Tool) was applied in Crepori basin, from 2001 to 2012 to investigate the impacts of land cover change on streamflow regime and on sediment concentration in the river. By comparing simulated sediment concentration and sediment concentration estimated via remote sensing by Lobo et al. (2015) for the same region, this study aimed to define the proportion of sediment concentration due to sheet erosion (non-point source) from that of gold mining activities (point source) in Lobo et al. (2015) estimates. Results show a good adjustment of the model for streamflow (NSE = 0.84, PBIAS = -2.44%, RSR = 0.40) and simulated sediment concentration corresponds to measured values from published studies for period and regions with low or no mining activity. Simulations indicate that land cover change occurred between 2001 and 2012 in Crepori basin were not sufficient to significantly impact the river streamflow, but simulations performed for different scenarios of land cover (referring to the periods of 1973, 1998-2010, a future scenario of 2040 and a hypothetical scenario of complete soil exposure) showed a trend in increasing streamflow given the increase in deforested and bare soil areas in the Basin. Regarding sediments, in average, 14% of sediment concentration estimated by Lobo et al. (2015) in high-water season corresponds to sediment generated by diffuse soil erosion, whereas this average proportion is of 6% in the low-water season. Results also showed that seasonality of sediment concentration generated only due to diffuse soil erosion is the inverse of that observed by Lobo et al. (2015), which includes mining activity. Finally, the increase in deforested and bare soil areas in the basin are associated to the increase in sediment concentration in both wet and dry periods, and the simulations for the hypothetical bare soil scenario indicate that the effects of mining activity on sediment concentration in Crepori River may surpass expected impacts of the scenario with maximum soil exposure to pluvial erosion.
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spelling info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisSwat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold miningModelagem swat de vazão e de concentração de sedimentos em uma bacia amazônica impactada por garimpo2017-08-11Evlyn Márcia Leão de Moraes NovoFelipe de Lucia LoboLaura de Simone BormaMaycira CostaYonas Berhan DibikeConrado de Moraes RudorffCamila Andrade AbeInstituto Nacional de Pesquisas Espaciais (INPE)Programa de Pós-Graduação do INPE em Sensoriamento RemotoINPEBRhydrological modelling. sediment. remote sensing. Amazon. SWAT. modelagem hidrológica. sedimento. sensoriamento remoto. Amazônia. SWATLand cover change such as replacing the forest with pasture or bare soil areas can significantly affect the water cycle, altering streamflow regime, accelerating or intensifying erosive processes and influencing water quality and availability. In Crepori River basin, the expansion of gold mining activity has caused an increase in sediment concentration in the river. Sediment concentration in rivers can be quantified using direct or indirect methods, but it is usually difficult to quantify sediment generated by point and non-point sources, such as mining activities and land cover, respectively. In this study, SWAT model (Soil and Water Assessment Tool) was applied in Crepori basin, from 2001 to 2012 to investigate the impacts of land cover change on streamflow regime and on sediment concentration in the river. By comparing simulated sediment concentration and sediment concentration estimated via remote sensing by Lobo et al. (2015) for the same region, this study aimed to define the proportion of sediment concentration due to sheet erosion (non-point source) from that of gold mining activities (point source) in Lobo et al. (2015) estimates. Results show a good adjustment of the model for streamflow (NSE = 0.84, PBIAS = -2.44%, RSR = 0.40) and simulated sediment concentration corresponds to measured values from published studies for period and regions with low or no mining activity. Simulations indicate that land cover change occurred between 2001 and 2012 in Crepori basin were not sufficient to significantly impact the river streamflow, but simulations performed for different scenarios of land cover (referring to the periods of 1973, 1998-2010, a future scenario of 2040 and a hypothetical scenario of complete soil exposure) showed a trend in increasing streamflow given the increase in deforested and bare soil areas in the Basin. Regarding sediments, in average, 14% of sediment concentration estimated by Lobo et al. (2015) in high-water season corresponds to sediment generated by diffuse soil erosion, whereas this average proportion is of 6% in the low-water season. Results also showed that seasonality of sediment concentration generated only due to diffuse soil erosion is the inverse of that observed by Lobo et al. (2015), which includes mining activity. Finally, the increase in deforested and bare soil areas in the basin are associated to the increase in sediment concentration in both wet and dry periods, and the simulations for the hypothetical bare soil scenario indicate that the effects of mining activity on sediment concentration in Crepori River may surpass expected impacts of the scenario with maximum soil exposure to pluvial erosion.Mudanças de uso e cobertura da terra podem alterar significativamente o ciclo hidrológico, modificando o comportamento das vazões de rios, além de poder acelerar e intensificar processos erosivos, afetando a qualidade da água. Na bacia hidrográfica do Rio Crepori, o avanço da atividade garimpeira tem levado ao aumento das concentrações de sedimentos no rio. Concentrações de sedimentos em rios podem ser medidas e estimadas por métodos diretos e indiretos, porém é geralmente difícil distinguir quantitativamente as porções de sedimentos geradas por fontes pontuais, como garimpos, de fontes não pontuais, como erosão laminar do solo. Neste trabalho, o modelo SWAT (Soil and Water Assessment Tool) foi aplicado na bacia do Rio Crepori, de 2001 a 2012, para investigar os impactos de mudanças de uso e cobertura da terra sobre o regime de vazões e sobre as concentrações de sedimentos no rio. A partir da comparação entre as concentrações de sedimentos simuladas e valores estimados por Lobo et al. (2015) para a mesma região, busca-se definir a proporção de sedimentos resultantes de erosão laminar do solo (difusa), e a proporção de sedimentos gerada pela atividade garimpeira. Os resultados mostram um bom ajuste do modelo para simulação de vazões (NSE = 0.84, PBIAS = -2.44%, RSR = 0.40), e as concentrações de sedimentos simuladas concordam com valores medidos e estimados, em outros trabalhos, em períodos e regiões com ausência ou baixa atividade de garimpos. Este estudo indica que as mudanças de cobertura da terra ocorridas entre 2001 e 2012 na bacia do Rio Crepori não foram suficientes para impactar as vazões do rio, mas simulações realizadas para diferentes cenários de cobertura do solo (referentes aos períodos de 1973, 1998-2012, um cenário futuro de 2040 e um cenário hipotético de total exposição do solo) mostraram uma tendência de aumento da vazão em função do aumento das áreas de desmatamento e de solo exposto na bacia. Para os sedimentos, em média, 14% da concentração de sedimentos estimada por Lobo et al. (2015) no período de cheia do Rio Crepori correspondem a sedimentos gerados por erosão laminar do solo e, para o período de água baixa, essa proporção média é de 6%. O estudo também mostrou que a dinâmica sazonal da concentração de sedimentos gerados apenas por erosão do solo é inversa àquela observada por Lobo et al. (2015), que inclui a atividade garimpeira. Por fim, o aumento de áreas desmatadas e de solo exposto na bacia estão associados ao aumento ao aumento das concentrações de sedimentos nos períodos seco e úmido, e as simulações para o cenário hipotético de completa exposição do solo indica que os efeitos da atividade garimpeira sobre as concentrações de sedimentos nas águas do Rio Crepori podem superar os impactos esperados para um cenário de máxima exposição do solo à erosão pluvial na bacia.http://urlib.net/sid.inpe.br/mtc-m21b/2017/07.24.14.13info:eu-repo/semantics/openAccessengreponame:Biblioteca Digital de Teses e Dissertações do INPEinstname:Instituto Nacional de Pesquisas Espaciais (INPE)instacron:INPE2021-07-31T06:55:28Zoai:urlib.net:sid.inpe.br/mtc-m21b/2017/07.24.14.13.45-0Biblioteca Digital de Teses e Dissertaçõeshttp://bibdigital.sid.inpe.br/PUBhttp://bibdigital.sid.inpe.br/col/iconet.com.br/banon/2003/11.21.21.08/doc/oai.cgiopendoar:32772021-07-31 06:55:29.104Biblioteca Digital de Teses e Dissertações do INPE - Instituto Nacional de Pesquisas Espaciais (INPE)false
dc.title.en.fl_str_mv Swat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold mining
dc.title.alternative.pt.fl_str_mv Modelagem swat de vazão e de concentração de sedimentos em uma bacia amazônica impactada por garimpo
title Swat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold mining
spellingShingle Swat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold mining
Camila Andrade Abe
title_short Swat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold mining
title_full Swat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold mining
title_fullStr Swat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold mining
title_full_unstemmed Swat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold mining
title_sort Swat modelling of streamflow and sediment concentration in an amazonian basin impacted by artisanal gold mining
author Camila Andrade Abe
author_facet Camila Andrade Abe
author_role author
dc.contributor.advisor1.fl_str_mv Evlyn Márcia Leão de Moraes Novo
dc.contributor.advisor2.fl_str_mv Felipe de Lucia Lobo
dc.contributor.referee1.fl_str_mv Laura de Simone Borma
dc.contributor.referee2.fl_str_mv Maycira Costa
dc.contributor.referee3.fl_str_mv Yonas Berhan Dibike
dc.contributor.referee4.fl_str_mv Conrado de Moraes Rudorff
dc.contributor.author.fl_str_mv Camila Andrade Abe
contributor_str_mv Evlyn Márcia Leão de Moraes Novo
Felipe de Lucia Lobo
Laura de Simone Borma
Maycira Costa
Yonas Berhan Dibike
Conrado de Moraes Rudorff
dc.description.abstract.por.fl_txt_mv Land cover change such as replacing the forest with pasture or bare soil areas can significantly affect the water cycle, altering streamflow regime, accelerating or intensifying erosive processes and influencing water quality and availability. In Crepori River basin, the expansion of gold mining activity has caused an increase in sediment concentration in the river. Sediment concentration in rivers can be quantified using direct or indirect methods, but it is usually difficult to quantify sediment generated by point and non-point sources, such as mining activities and land cover, respectively. In this study, SWAT model (Soil and Water Assessment Tool) was applied in Crepori basin, from 2001 to 2012 to investigate the impacts of land cover change on streamflow regime and on sediment concentration in the river. By comparing simulated sediment concentration and sediment concentration estimated via remote sensing by Lobo et al. (2015) for the same region, this study aimed to define the proportion of sediment concentration due to sheet erosion (non-point source) from that of gold mining activities (point source) in Lobo et al. (2015) estimates. Results show a good adjustment of the model for streamflow (NSE = 0.84, PBIAS = -2.44%, RSR = 0.40) and simulated sediment concentration corresponds to measured values from published studies for period and regions with low or no mining activity. Simulations indicate that land cover change occurred between 2001 and 2012 in Crepori basin were not sufficient to significantly impact the river streamflow, but simulations performed for different scenarios of land cover (referring to the periods of 1973, 1998-2010, a future scenario of 2040 and a hypothetical scenario of complete soil exposure) showed a trend in increasing streamflow given the increase in deforested and bare soil areas in the Basin. Regarding sediments, in average, 14% of sediment concentration estimated by Lobo et al. (2015) in high-water season corresponds to sediment generated by diffuse soil erosion, whereas this average proportion is of 6% in the low-water season. Results also showed that seasonality of sediment concentration generated only due to diffuse soil erosion is the inverse of that observed by Lobo et al. (2015), which includes mining activity. Finally, the increase in deforested and bare soil areas in the basin are associated to the increase in sediment concentration in both wet and dry periods, and the simulations for the hypothetical bare soil scenario indicate that the effects of mining activity on sediment concentration in Crepori River may surpass expected impacts of the scenario with maximum soil exposure to pluvial erosion.
Mudanças de uso e cobertura da terra podem alterar significativamente o ciclo hidrológico, modificando o comportamento das vazões de rios, além de poder acelerar e intensificar processos erosivos, afetando a qualidade da água. Na bacia hidrográfica do Rio Crepori, o avanço da atividade garimpeira tem levado ao aumento das concentrações de sedimentos no rio. Concentrações de sedimentos em rios podem ser medidas e estimadas por métodos diretos e indiretos, porém é geralmente difícil distinguir quantitativamente as porções de sedimentos geradas por fontes pontuais, como garimpos, de fontes não pontuais, como erosão laminar do solo. Neste trabalho, o modelo SWAT (Soil and Water Assessment Tool) foi aplicado na bacia do Rio Crepori, de 2001 a 2012, para investigar os impactos de mudanças de uso e cobertura da terra sobre o regime de vazões e sobre as concentrações de sedimentos no rio. A partir da comparação entre as concentrações de sedimentos simuladas e valores estimados por Lobo et al. (2015) para a mesma região, busca-se definir a proporção de sedimentos resultantes de erosão laminar do solo (difusa), e a proporção de sedimentos gerada pela atividade garimpeira. Os resultados mostram um bom ajuste do modelo para simulação de vazões (NSE = 0.84, PBIAS = -2.44%, RSR = 0.40), e as concentrações de sedimentos simuladas concordam com valores medidos e estimados, em outros trabalhos, em períodos e regiões com ausência ou baixa atividade de garimpos. Este estudo indica que as mudanças de cobertura da terra ocorridas entre 2001 e 2012 na bacia do Rio Crepori não foram suficientes para impactar as vazões do rio, mas simulações realizadas para diferentes cenários de cobertura do solo (referentes aos períodos de 1973, 1998-2012, um cenário futuro de 2040 e um cenário hipotético de total exposição do solo) mostraram uma tendência de aumento da vazão em função do aumento das áreas de desmatamento e de solo exposto na bacia. Para os sedimentos, em média, 14% da concentração de sedimentos estimada por Lobo et al. (2015) no período de cheia do Rio Crepori correspondem a sedimentos gerados por erosão laminar do solo e, para o período de água baixa, essa proporção média é de 6%. O estudo também mostrou que a dinâmica sazonal da concentração de sedimentos gerados apenas por erosão do solo é inversa àquela observada por Lobo et al. (2015), que inclui a atividade garimpeira. Por fim, o aumento de áreas desmatadas e de solo exposto na bacia estão associados ao aumento ao aumento das concentrações de sedimentos nos períodos seco e úmido, e as simulações para o cenário hipotético de completa exposição do solo indica que os efeitos da atividade garimpeira sobre as concentrações de sedimentos nas águas do Rio Crepori podem superar os impactos esperados para um cenário de máxima exposição do solo à erosão pluvial na bacia.
description Land cover change such as replacing the forest with pasture or bare soil areas can significantly affect the water cycle, altering streamflow regime, accelerating or intensifying erosive processes and influencing water quality and availability. In Crepori River basin, the expansion of gold mining activity has caused an increase in sediment concentration in the river. Sediment concentration in rivers can be quantified using direct or indirect methods, but it is usually difficult to quantify sediment generated by point and non-point sources, such as mining activities and land cover, respectively. In this study, SWAT model (Soil and Water Assessment Tool) was applied in Crepori basin, from 2001 to 2012 to investigate the impacts of land cover change on streamflow regime and on sediment concentration in the river. By comparing simulated sediment concentration and sediment concentration estimated via remote sensing by Lobo et al. (2015) for the same region, this study aimed to define the proportion of sediment concentration due to sheet erosion (non-point source) from that of gold mining activities (point source) in Lobo et al. (2015) estimates. Results show a good adjustment of the model for streamflow (NSE = 0.84, PBIAS = -2.44%, RSR = 0.40) and simulated sediment concentration corresponds to measured values from published studies for period and regions with low or no mining activity. Simulations indicate that land cover change occurred between 2001 and 2012 in Crepori basin were not sufficient to significantly impact the river streamflow, but simulations performed for different scenarios of land cover (referring to the periods of 1973, 1998-2010, a future scenario of 2040 and a hypothetical scenario of complete soil exposure) showed a trend in increasing streamflow given the increase in deforested and bare soil areas in the Basin. Regarding sediments, in average, 14% of sediment concentration estimated by Lobo et al. (2015) in high-water season corresponds to sediment generated by diffuse soil erosion, whereas this average proportion is of 6% in the low-water season. Results also showed that seasonality of sediment concentration generated only due to diffuse soil erosion is the inverse of that observed by Lobo et al. (2015), which includes mining activity. Finally, the increase in deforested and bare soil areas in the basin are associated to the increase in sediment concentration in both wet and dry periods, and the simulations for the hypothetical bare soil scenario indicate that the effects of mining activity on sediment concentration in Crepori River may surpass expected impacts of the scenario with maximum soil exposure to pluvial erosion.
publishDate 2017
dc.date.issued.fl_str_mv 2017-08-11
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dc.publisher.program.fl_str_mv Programa de Pós-Graduação do INPE em Sensoriamento Remoto
dc.publisher.initials.fl_str_mv INPE
dc.publisher.country.fl_str_mv BR
publisher.none.fl_str_mv Instituto Nacional de Pesquisas Espaciais (INPE)
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