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...
- 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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|
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 |
dc.type.redcol.spa.fl_str_mv |
http://purl.org/redcol/resource_type/ART |
dc.type.version.spa.fl_str_mv |
info:eu-repo/semantics/acceptedVersion |
format |
http://purl.org/coar/resource_type/c_6501 |
status_str |
acceptedVersion |
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 |
dc.rights.accessrights.spa.fl_str_mv |
info:eu-repo/semantics/openAccess |
dc.rights.coar.spa.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
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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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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 |