Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peru

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The research sought to evaluate the normalized difference vegetation index (NDVI) of the study area located in the province of Tayacaja, which includes the districts of Acraquia, Ahuaycha, Pampas and Daniel Hernández, which is part of the central Andes of Peru. The data were collected in low water s...

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Detalles Bibliográficos
Autores: Carbajal Morán, Hipólito, Márquez Camarena, Javier Francisco, Galván-Maldonado, Carlos Abel, Zárate Quiñones, Rosa H., Galván Maldonado, Alberto C., Muñoz de la Torre, Rossibel Juana
Formato: artículo
Fecha de Publicación:2023
Institución:Universidad Nacional de Huancavelica
Repositorio:UNH-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.unh.edu.pe:20.500.14597/9159
Enlace del recurso:https://doi.org/10.12912/27197050/169530
https://hdl.handle.net/20.500.14597/9159
Nivel de acceso:acceso abierto
Materia:Vegetation
Satellites
Greenness
Raster
Desertification
https://purl.org/pe-repo/ocde/ford#1.05.00
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dc.title.none.fl_str_mv Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peru
title Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peru
spellingShingle Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peru
Carbajal Morán, Hipólito
Vegetation
Satellites
Greenness
Raster
Desertification
https://purl.org/pe-repo/ocde/ford#1.05.00
title_short Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peru
title_full Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peru
title_fullStr Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peru
title_full_unstemmed Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peru
title_sort Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peru
author Carbajal Morán, Hipólito
author_facet Carbajal Morán, Hipólito
Márquez Camarena, Javier Francisco
Galván-Maldonado, Carlos Abel
Zárate Quiñones, Rosa H.
Galván Maldonado, Alberto C.
Muñoz de la Torre, Rossibel Juana
author_role author
author2 Márquez Camarena, Javier Francisco
Galván-Maldonado, Carlos Abel
Zárate Quiñones, Rosa H.
Galván Maldonado, Alberto C.
Muñoz de la Torre, Rossibel Juana
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv Carbajal Morán, Hipólito
Márquez Camarena, Javier Francisco
Galván-Maldonado, Carlos Abel
Zárate Quiñones, Rosa H.
Galván Maldonado, Alberto C.
Muñoz de la Torre, Rossibel Juana
dc.subject.none.fl_str_mv Vegetation
Satellites
Greenness
Raster
Desertification
topic Vegetation
Satellites
Greenness
Raster
Desertification
https://purl.org/pe-repo/ocde/ford#1.05.00
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#1.05.00
description The research sought to evaluate the normalized difference vegetation index (NDVI) of the study area located in the province of Tayacaja, which includes the districts of Acraquia, Ahuaycha, Pampas and Daniel Hernández, which is part of the central Andes of Peru. The data were collected in low water seasons with a longitudinal cut of 30 years with one sample per year, starting in 1993 until 2022; these samples corresponded to the month of August of each year. The images were extracted from maps from Landsat satellite databases, which were filtered for low cloud cover to avoid interference with the images. Maps from 1993 to 2012 were obtained from Landsat 5 satellite, while from 2013 to 2022 data were obtained from Landsat 8 satellite. The normalized difference vegetation index was determined using Quantum GIS based on the red and near infrared maps; being the minimum NDVI value obtained -0.18, which corresponds to the aquatic body of the Upamayu River that crosses from west to east the study area; while the highest NDVI obtained was 0.79 indicating a greater vegetation cover constituted by mainly eucalyptus plants. The mean NDVI of the 30 years is close to 0.21; this is an indicator that the vegetation is scarce and that it is decreasing mainly due to population growth.
publishDate 2023
dc.date.accessioned.none.fl_str_mv 2025-06-06T21:09:20Z
dc.date.available.none.fl_str_mv 2025-06-06T21:09:20Z
dc.date.issued.fl_str_mv 2023-08-15
dc.type.none.fl_str_mv info:eu-repo/semantics/article
dc.type.version.none.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.doi.none.fl_str_mv https://doi.org/10.12912/27197050/169530
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.14597/9159
url https://doi.org/10.12912/27197050/169530
https://hdl.handle.net/20.500.14597/9159
dc.language.iso.none.fl_str_mv eng
language eng
dc.relation.issn.none.fl_str_mv 2719-7050
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.uri.none.fl_str_mv https://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0/
dc.publisher.none.fl_str_mv Polskie Towarzystwo Inżynierii Ekologicznej
publisher.none.fl_str_mv Polskie Towarzystwo Inżynierii Ekologicznej
dc.source.none.fl_str_mv reponame:UNH-Institucional
instname:Universidad Nacional de Huancavelica
instacron:UNH
instname_str Universidad Nacional de Huancavelica
instacron_str UNH
institution UNH
reponame_str UNH-Institucional
collection UNH-Institucional
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spelling Carbajal Morán, HipólitoMárquez Camarena, Javier FranciscoGalván-Maldonado, Carlos AbelZárate Quiñones, Rosa H.Galván Maldonado, Alberto C.Muñoz de la Torre, Rossibel Juana2025-06-06T21:09:20Z2025-06-06T21:09:20Z2023-08-15The research sought to evaluate the normalized difference vegetation index (NDVI) of the study area located in the province of Tayacaja, which includes the districts of Acraquia, Ahuaycha, Pampas and Daniel Hernández, which is part of the central Andes of Peru. The data were collected in low water seasons with a longitudinal cut of 30 years with one sample per year, starting in 1993 until 2022; these samples corresponded to the month of August of each year. The images were extracted from maps from Landsat satellite databases, which were filtered for low cloud cover to avoid interference with the images. Maps from 1993 to 2012 were obtained from Landsat 5 satellite, while from 2013 to 2022 data were obtained from Landsat 8 satellite. The normalized difference vegetation index was determined using Quantum GIS based on the red and near infrared maps; being the minimum NDVI value obtained -0.18, which corresponds to the aquatic body of the Upamayu River that crosses from west to east the study area; while the highest NDVI obtained was 0.79 indicating a greater vegetation cover constituted by mainly eucalyptus plants. The mean NDVI of the 30 years is close to 0.21; this is an indicator that the vegetation is scarce and that it is decreasing mainly due to population growth.https://doi.org/10.12912/27197050/169530https://hdl.handle.net/20.500.14597/9159engPolskie Towarzystwo Inżynierii Ekologicznej2719-7050info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/4.0/VegetationSatellitesGreennessRasterDesertificationhttps://purl.org/pe-repo/ocde/ford#1.05.00Evaluation of Normalized Difference Vegetation Index by Remote Sensing with Landsat Satelites in the Tayacaja Valley in the Central Andes of Peruinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionreponame:UNH-Institucionalinstname:Universidad Nacional de Huancavelicainstacron:UNHORIGINALEvaluation of Normalized.pdfEvaluation of Normalized.pdfapplication/pdf2050537https://repositorio.unh.edu.pe/bitstreams/5eab5ddf-c2b1-4f1a-af8b-c1afbb82f631/downloadab1878926ead1d03a713fe0e057affdaMD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorio.unh.edu.pe/bitstreams/4d542c87-504c-4530-ab57-c06d8a70161c/download8a4605be74aa9ea9d79846c1fba20a33MD5220.500.14597/9159oai:repositorio.unh.edu.pe:20.500.14597/91592025-10-27 14:57:25.115https://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccesshttps://repositorio.unh.edu.peUniversidad Nacional de Huancavelicarepositorio@unh.edu.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