Estimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, Mexico

In this study, empirical models were generated to estimate water quality parameters, with the objective of showing the benefits of the satellite remote sensing application in the characterization of coastal waters. The study area was Playa Colorada Bay, located in the northwest of Mexico, in the eas...

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Autores:
Gonzalez Marquez, Luis Carlos
Torres Bejarano, Franklin Manuel
Rodriguez Cuevas, Clemente
Torregroza Espinosa, Ana Carolina
Sandoval Romero, Jorge Antonio
Tipo de recurso:
Article of journal
Fecha de publicación:
2018
Institución:
Corporación Universidad de la Costa
Repositorio:
REDICUC - Repositorio CUC
Idioma:
eng
OAI Identifier:
oai:repositorio.cuc.edu.co:11323/1282
Acceso en línea:
https://hdl.handle.net/11323/1282
https://repositorio.cuc.edu.co/
Palabra clave:
Eutrophication
Remote sensing
Statistical models
Water pollution
Rights
openAccess
License
Atribución – No comercial – Compartir igual
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oai_identifier_str oai:repositorio.cuc.edu.co:11323/1282
network_acronym_str RCUC2
network_name_str REDICUC - Repositorio CUC
repository_id_str
dc.title.eng.fl_str_mv Estimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, Mexico
title Estimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, Mexico
spellingShingle Estimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, Mexico
Eutrophication
Remote sensing
Statistical models
Water pollution
title_short Estimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, Mexico
title_full Estimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, Mexico
title_fullStr Estimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, Mexico
title_full_unstemmed Estimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, Mexico
title_sort Estimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, Mexico
dc.creator.fl_str_mv Gonzalez Marquez, Luis Carlos
Torres Bejarano, Franklin Manuel
Rodriguez Cuevas, Clemente
Torregroza Espinosa, Ana Carolina
Sandoval Romero, Jorge Antonio
dc.contributor.author.spa.fl_str_mv Gonzalez Marquez, Luis Carlos
Torres Bejarano, Franklin Manuel
Rodriguez Cuevas, Clemente
Torregroza Espinosa, Ana Carolina
Sandoval Romero, Jorge Antonio
dc.subject.eng.fl_str_mv Eutrophication
Remote sensing
Statistical models
Water pollution
topic Eutrophication
Remote sensing
Statistical models
Water pollution
description In this study, empirical models were generated to estimate water quality parameters, with the objective of showing the benefits of the satellite remote sensing application in the characterization of coastal waters. The study area was Playa Colorada Bay, located in the northwest of Mexico, in the eastern part of the Gulf of California. In two seasons of the year, on-site and laboratory characterizations were carried out to determine the spatial and temporal variation of phosphates (PO4), electrical conductivity (EC), total suspended solids (TSS), turbidity, and pH of water. Samplings were selected to match Landsat 8 satellite overpass in the study area. Radiometric and atmospheric corrections were applied to the images, prior to the generation of the models. The models were generated using the linear regression technique of successive steps; water quality parameters and their logarithms were used as dependent variables, and as independent variables were used corrected reflectance values of Landsat images. The results showed that the concentration of PO4 in the analyzed water samples were higher than those recommended in the Mexican ecological criteria of water quality, to protect the aquatic life of marine water in coastal areas. In autumn, PO4 was correlated with turbidity, T, pH, and TSS. The highest correlation coefficients were presented by TSS with PO4 (r = − 0.979) and pH (r = 0.958). The water quality models that were generated had coefficients of determination (R2) in the range of 0.637 to 0.955 and show the viability of the application of Landsat 8 images in the characterization of water quality parameters in Playa Colorada Bay. Models allowed the estimation of the distribution of water quality parameters over the whole bay instead of only at the sampling stations, favoring a better understanding of their spatial distribution.
publishDate 2018
dc.date.accessioned.none.fl_str_mv 2018-11-17T22:08:28Z
dc.date.available.none.fl_str_mv 2018-11-17T22:08:28Z
dc.date.issued.none.fl_str_mv 2018-06-01
dc.type.spa.fl_str_mv Artículo de revista
dc.type.coar.fl_str_mv http://purl.org/coar/resource_type/c_2df8fbb1
dc.type.coar.spa.fl_str_mv http://purl.org/coar/resource_type/c_6501
dc.type.content.spa.fl_str_mv Text
dc.type.driver.spa.fl_str_mv info:eu-repo/semantics/article
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dc.type.version.spa.fl_str_mv info:eu-repo/semantics/acceptedVersion
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dc.identifier.issn.spa.fl_str_mv 18669298
dc.identifier.uri.spa.fl_str_mv https://hdl.handle.net/11323/1282
dc.identifier.doi.spa.fl_str_mv DOI: 10.1007/s12518-018-0211-9
dc.identifier.instname.spa.fl_str_mv Corporación Universidad de la Costa
dc.identifier.reponame.spa.fl_str_mv REDICUC - Repositorio CUC
dc.identifier.repourl.spa.fl_str_mv https://repositorio.cuc.edu.co/
identifier_str_mv 18669298
DOI: 10.1007/s12518-018-0211-9
Corporación Universidad de la Costa
REDICUC - Repositorio CUC
url https://hdl.handle.net/11323/1282
https://repositorio.cuc.edu.co/
dc.language.iso.none.fl_str_mv eng
language eng
dc.rights.spa.fl_str_mv Atribución – No comercial – Compartir igual
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rights_invalid_str_mv Atribución – No comercial – Compartir igual
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.publisher.spa.fl_str_mv Applied Geomatics
institution Corporación Universidad de la Costa
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spelling Gonzalez Marquez, Luis CarlosTorres Bejarano, Franklin ManuelRodriguez Cuevas, ClementeTorregroza Espinosa, Ana CarolinaSandoval Romero, Jorge Antonio2018-11-17T22:08:28Z2018-11-17T22:08:28Z2018-06-0118669298https://hdl.handle.net/11323/1282DOI: 10.1007/s12518-018-0211-9Corporación Universidad de la CostaREDICUC - Repositorio CUChttps://repositorio.cuc.edu.co/In this study, empirical models were generated to estimate water quality parameters, with the objective of showing the benefits of the satellite remote sensing application in the characterization of coastal waters. The study area was Playa Colorada Bay, located in the northwest of Mexico, in the eastern part of the Gulf of California. In two seasons of the year, on-site and laboratory characterizations were carried out to determine the spatial and temporal variation of phosphates (PO4), electrical conductivity (EC), total suspended solids (TSS), turbidity, and pH of water. Samplings were selected to match Landsat 8 satellite overpass in the study area. Radiometric and atmospheric corrections were applied to the images, prior to the generation of the models. The models were generated using the linear regression technique of successive steps; water quality parameters and their logarithms were used as dependent variables, and as independent variables were used corrected reflectance values of Landsat images. The results showed that the concentration of PO4 in the analyzed water samples were higher than those recommended in the Mexican ecological criteria of water quality, to protect the aquatic life of marine water in coastal areas. In autumn, PO4 was correlated with turbidity, T, pH, and TSS. The highest correlation coefficients were presented by TSS with PO4 (r = − 0.979) and pH (r = 0.958). The water quality models that were generated had coefficients of determination (R2) in the range of 0.637 to 0.955 and show the viability of the application of Landsat 8 images in the characterization of water quality parameters in Playa Colorada Bay. Models allowed the estimation of the distribution of water quality parameters over the whole bay instead of only at the sampling stations, favoring a better understanding of their spatial distribution.Gonzalez Marquez, Luis Carlos-e5e32fc7-5c3f-41cd-8a2e-0f1fab25f9a2-0Torres Bejarano, Franklin Manuel-aefedc6f-bce4-4762-9a3b-35928367831f-0Rodriguez Cuevas, Clemente-b5df28f2-b85a-4562-be17-b9ad196f7276-0Torregroza Espinosa, Ana Carolina-0000-0001-8077-8880-600Sandoval Romero, Jorge Antonio-53a98e85-a7dc-4d1d-a19a-6f9c2fef16c3-0engApplied GeomaticsAtribución – No comercial – Compartir igualinfo:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2EutrophicationRemote sensingStatistical modelsWater pollutionEstimation of water quality parameters using landsat 8 images: application to playa Colorada Bay, Sinaloa, MexicoArtículo de revistahttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1Textinfo:eu-repo/semantics/articlehttp://purl.org/redcol/resource_type/ARTinfo:eu-repo/semantics/acceptedVersionPublicationORIGINALEstimation Of Water Quality Parameters.pdfEstimation Of Water Quality Parameters.pdfapplication/pdf284055https://repositorio.cuc.edu.co/bitstreams/307fe766-3ddf-4b81-ac1a-47ffbf08a792/download904dfd73222920a69d67429498caeb63MD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorio.cuc.edu.co/bitstreams/9f68020f-5eb7-40bb-a162-9a392f46b9ff/download8a4605be74aa9ea9d79846c1fba20a33MD52THUMBNAILEstimation Of Water Quality Parameters.pdf.jpgEstimation Of Water Quality Parameters.pdf.jpgimage/jpeg55696https://repositorio.cuc.edu.co/bitstreams/92e9ddab-663d-4408-8acf-bc5e7c2d6746/download61fe8aa2db9e6dbdab29dbfee09b5997MD54TEXTEstimation Of Water Quality Parameters.pdf.txtEstimation Of Water Quality Parameters.pdf.txttext/plain2266https://repositorio.cuc.edu.co/bitstreams/31fb48ba-ce63-460e-88dc-72d2c7efc252/download44343591b1af0be0e9485ed6d73e4557MD5511323/1282oai:repositorio.cuc.edu.co:11323/12822024-09-17 14:17:50.638open.accesshttps://repositorio.cuc.edu.coRepositorio de la Universidad de la Costa CUCrepdigital@cuc.edu.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