Assessment of water quality using principal component analysis: a case study of the Marrecas stream basin in Brazil

Detalhes bibliográficos
Autor(a) principal: Teixeira de Souza, Alexandre
Data de Publicação: 2020
Outros Autores: Carneiro, Lucas Augusto T. X., da Silva Junior, Osmar Pereira [UNESP], de Carvalho, Sérgio Luís [UNESP], Américo-Pinheiro, Juliana Heloisa Pinê [UNESP]
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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spelling 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
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dc.identifier.doi.none.fl_str_mv 10.1080/09593330.2020.1754922