Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UNESP |
DOI: | 10.1080/09593330.2020.1754922 |
Texto Completo: | http://dx.doi.org/10.1080/09593330.2020.1754922 http://hdl.handle.net/11449/198884 |
Resumo: | Monitoring water quality is a fundamental process to ensure proper anthropogenic usage and environmental protection of this resource. This study collected monthly measurements of 9 parameters (pH, Temperature, BOD, Total Solids, Thermotolerant Coliforms, Dissolved Oxygen, Total Nitrogen and Total Phosphorus) in 5 sampling stations along the Marrecas water stream, during a 1-year period. Temporal and seasonal variations were analyzed and interpreted for each element, explaining how specific geographical and anthropogenic factors affected the water body. Principal Component Analysis (PCA) was applied to evaluate each element’s correlation and to reduce the number of parameters, easing the assessment of water quality for each location. Results were followed by the creation of an improved index for the region, which could better estimate the quality of water, only considering 4 of the original parameters. It was also recognized that each water body possesses several subtleties that impact on how its water quality should be measured and indexed into a single value, which validates the case for the creation of regional WQI’s. |
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Repositório Institucional da UNESP |
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Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in BrazilDissolved oxygennitrogenphosphorusthermotolerant coliformsMonitoring water quality is a fundamental process to ensure proper anthropogenic usage and environmental protection of this resource. This study collected monthly measurements of 9 parameters (pH, Temperature, BOD, Total Solids, Thermotolerant Coliforms, Dissolved Oxygen, Total Nitrogen and Total Phosphorus) in 5 sampling stations along the Marrecas water stream, during a 1-year period. Temporal and seasonal variations were analyzed and interpreted for each element, explaining how specific geographical and anthropogenic factors affected the water body. Principal Component Analysis (PCA) was applied to evaluate each element’s correlation and to reduce the number of parameters, easing the assessment of water quality for each location. Results were followed by the creation of an improved index for the region, which could better estimate the quality of water, only considering 4 of the original parameters. It was also recognized that each water body possesses several subtleties that impact on how its water quality should be measured and indexed into a single value, which validates the case for the creation of regional WQI’s.Department of Environmental and Sanitary Engineering Western São Paulo University (UNOESTE)Mechanical Engineering Department McGill UniversityPost-graduate Program in Civil Engineering School of Engineering São Paulo State University (UNESP)Post-graduate Program in Environmental Sciences Brazil University (UNIVBRASIL)Post-graduate Program in Civil Engineering School of Engineering São Paulo State University (UNESP)Universidade de São Paulo (USP)McGill UniversityUniversidade Estadual Paulista (Unesp)Brazil University (UNIVBRASIL)Teixeira de Souza, AlexandreCarneiro, Lucas Augusto T. X.da Silva Junior, Osmar Pereira [UNESP]de Carvalho, Sérgio Luís [UNESP]Américo-Pinheiro, Juliana Heloisa Pinê [UNESP]2020-12-12T01:24:35Z2020-12-12T01:24:35Z2020-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1080/09593330.2020.1754922Environmental Technology (United Kingdom).1479-487X0959-3330http://hdl.handle.net/11449/19888410.1080/09593330.2020.17549222-s2.0-85085387573Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengEnvironmental Technology (United Kingdom)info:eu-repo/semantics/openAccess2021-10-22T20:49:06Zoai:repositorio.unesp.br:11449/198884Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T20:05:57.388653Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
dc.title.none.fl_str_mv |
Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil |
title |
Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil |
spellingShingle |
Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil Teixeira de Souza, Alexandre Dissolved oxygen nitrogen phosphorus thermotolerant coliforms Teixeira de Souza, Alexandre Dissolved oxygen nitrogen phosphorus thermotolerant coliforms |
title_short |
Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil |
title_full |
Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil |
title_fullStr |
Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil |
title_full_unstemmed |
Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil |
title_sort |
Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil |
author |
Teixeira de Souza, Alexandre |
author_facet |
Teixeira de Souza, Alexandre Teixeira de Souza, Alexandre Carneiro, Lucas Augusto T. X. da Silva Junior, Osmar Pereira [UNESP] de Carvalho, Sérgio Luís [UNESP] Américo-Pinheiro, Juliana Heloisa Pinê [UNESP] Carneiro, Lucas Augusto T. X. da Silva Junior, Osmar Pereira [UNESP] de Carvalho, Sérgio Luís [UNESP] Américo-Pinheiro, Juliana Heloisa Pinê [UNESP] |
author_role |
author |
author2 |
Carneiro, Lucas Augusto T. X. da Silva Junior, Osmar Pereira [UNESP] de Carvalho, Sérgio Luís [UNESP] Américo-Pinheiro, Juliana Heloisa Pinê [UNESP] |
author2_role |
author author author author |
dc.contributor.none.fl_str_mv |
Universidade de São Paulo (USP) McGill University Universidade Estadual Paulista (Unesp) Brazil University (UNIVBRASIL) |
dc.contributor.author.fl_str_mv |
Teixeira de Souza, Alexandre Carneiro, Lucas Augusto T. X. da Silva Junior, Osmar Pereira [UNESP] de Carvalho, Sérgio Luís [UNESP] Américo-Pinheiro, Juliana Heloisa Pinê [UNESP] |
dc.subject.por.fl_str_mv |
Dissolved oxygen nitrogen phosphorus thermotolerant coliforms |
topic |
Dissolved oxygen nitrogen phosphorus thermotolerant coliforms |
description |
Monitoring water quality is a fundamental process to ensure proper anthropogenic usage and environmental protection of this resource. This study collected monthly measurements of 9 parameters (pH, Temperature, BOD, Total Solids, Thermotolerant Coliforms, Dissolved Oxygen, Total Nitrogen and Total Phosphorus) in 5 sampling stations along the Marrecas water stream, during a 1-year period. Temporal and seasonal variations were analyzed and interpreted for each element, explaining how specific geographical and anthropogenic factors affected the water body. Principal Component Analysis (PCA) was applied to evaluate each element’s correlation and to reduce the number of parameters, easing the assessment of water quality for each location. Results were followed by the creation of an improved index for the region, which could better estimate the quality of water, only considering 4 of the original parameters. It was also recognized that each water body possesses several subtleties that impact on how its water quality should be measured and indexed into a single value, which validates the case for the creation of regional WQI’s. |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020-12-12T01:24:35Z 2020-12-12T01:24:35Z 2020-01-01 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://dx.doi.org/10.1080/09593330.2020.1754922 Environmental Technology (United Kingdom). 1479-487X 0959-3330 http://hdl.handle.net/11449/198884 10.1080/09593330.2020.1754922 2-s2.0-85085387573 |
url |
http://dx.doi.org/10.1080/09593330.2020.1754922 http://hdl.handle.net/11449/198884 |
identifier_str_mv |
Environmental Technology (United Kingdom). 1479-487X 0959-3330 10.1080/09593330.2020.1754922 2-s2.0-85085387573 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Environmental Technology (United Kingdom) |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.source.none.fl_str_mv |
Scopus reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
instname_str |
Universidade Estadual Paulista (UNESP) |
instacron_str |
UNESP |
institution |
UNESP |
reponame_str |
Repositório Institucional da UNESP |
collection |
Repositório Institucional da UNESP |
repository.name.fl_str_mv |
Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP) |
repository.mail.fl_str_mv |
|
_version_ |
1822228799435046912 |
dc.identifier.doi.none.fl_str_mv |
10.1080/09593330.2020.1754922 |