Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.

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The characterization and delimitation of the existing vegetation cover in a given geographic area is of vital importance for an adequate management of natural resources. In this sense, this research proposes a methodology to delimit the types of vegetation cover in the Quillcay sub-basin. The study...

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Detalles Bibliográficos
Autores: Santiago Bazan, Frank, Mallqui Meza, Helder, Rios Recra, Raquel
Formato: artículo
Fecha de Publicación:2021
Institución:Universidad Nacional Santiago Antúnez de Mayolo
Repositorio:Revistas - Universidad Nacional Santiago Antunez de Mayolo
Lenguaje:español
OAI Identifier:oai:ojs.pkp.sfu.ca:article/761
Enlace del recurso:http://revistas.unasam.edu.pe/index.php/Aporte_Santiaguino/article/view/761
Nivel de acceso:acceso abierto
Materia:Palabras clave: teledetección; cobertura vegetal; árbol de decisiones; subcuenca Quillcay.
Key words: remote sensing; vegetation cover; decision tree; Quillcay sub-basin.
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dc.title.none.fl_str_mv Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.
Mapeo de la cobertura vegetal en la subcuenca Quillcay (Ancash – Perú) con el clasificador de Árbol de decisiones.
title Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.
spellingShingle Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.
Santiago Bazan, Frank
Palabras clave: teledetección; cobertura vegetal; árbol de decisiones; subcuenca Quillcay.
Key words: remote sensing; vegetation cover; decision tree; Quillcay sub-basin.
title_short Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.
title_full Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.
title_fullStr Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.
title_full_unstemmed Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.
title_sort Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.
dc.creator.none.fl_str_mv Santiago Bazan, Frank
Mallqui Meza, Helder
Rios Recra, Raquel
author Santiago Bazan, Frank
author_facet Santiago Bazan, Frank
Mallqui Meza, Helder
Rios Recra, Raquel
author_role author
author2 Mallqui Meza, Helder
Rios Recra, Raquel
author2_role author
author
dc.subject.none.fl_str_mv Palabras clave: teledetección; cobertura vegetal; árbol de decisiones; subcuenca Quillcay.
Key words: remote sensing; vegetation cover; decision tree; Quillcay sub-basin.
topic Palabras clave: teledetección; cobertura vegetal; árbol de decisiones; subcuenca Quillcay.
Key words: remote sensing; vegetation cover; decision tree; Quillcay sub-basin.
description The characterization and delimitation of the existing vegetation cover in a given geographic area is of vital importance for an adequate management of natural resources. In this sense, this research proposes a methodology to delimit the types of vegetation cover in the Quillcay sub-basin. The study area is located in the districts of Huaraz and Independencia, province of Huaraz, Ancash; in the middle western slope of the Cordillera Blanca and Santa river basin. The delimitation of the vegetation cover began with the identification of the dominant vegetation cover types (Andean grassland, forest, wetland and shrub thicket); then, the geographic characteristics (slope and altitude) were defined for each type of vegetation cover. Subsequently, layers were generated with the Spectral Angle Mapper (SAM) classifier and the calculation of the Normalized Difference Moisture Index (NDMI). Finally, through the decision tree classifier it was possible to integrate all the previously determined layers, thus obtaining the supervised classification with the use of Landsat 8 satellite information of 2018 and DEM Alos Palsar. The results indicate that the application of the decision tree shows an almost perfect classification accuracy with a Kappa statistic (K^) of 0.90 We consider that the proposed methodology (decision tree) is ideal for delimiting vegetation cover at subregional scale. Key words: remote sensing; vegetation cover; decision tree; Quillcay sub-basin.
publishDate 2021
dc.date.none.fl_str_mv 2021-06-25
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://revistas.unasam.edu.pe/index.php/Aporte_Santiaguino/article/view/761
10.32911/as.2021.v14.n1.761
url http://revistas.unasam.edu.pe/index.php/Aporte_Santiaguino/article/view/761
identifier_str_mv 10.32911/as.2021.v14.n1.761
dc.language.none.fl_str_mv spa
language spa
dc.relation.none.fl_str_mv http://revistas.unasam.edu.pe/index.php/Aporte_Santiaguino/article/view/761/928
http://revistas.unasam.edu.pe/index.php/Aporte_Santiaguino/article/view/761/940
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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dc.publisher.none.fl_str_mv Universidad Nacional Santiago Antúnez de Mayolo
publisher.none.fl_str_mv Universidad Nacional Santiago Antúnez de Mayolo
dc.source.none.fl_str_mv Aporte Santiaguino; Vol. 14, Núm. 1 (2021): Enero-Junio; pág. 78-91
2616-9541
2070-836X
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spelling Mapping of vegetation cover in the Quillcay sub-basin (Ancash - Peru) with the Decision Tree classifier.Mapeo de la cobertura vegetal en la subcuenca Quillcay (Ancash – Perú) con el clasificador de Árbol de decisiones.Santiago Bazan, FrankMallqui Meza, HelderRios Recra, RaquelPalabras clave: teledetección; cobertura vegetal; árbol de decisiones; subcuenca Quillcay.Key words: remote sensing; vegetation cover; decision tree; Quillcay sub-basin.The characterization and delimitation of the existing vegetation cover in a given geographic area is of vital importance for an adequate management of natural resources. In this sense, this research proposes a methodology to delimit the types of vegetation cover in the Quillcay sub-basin. The study area is located in the districts of Huaraz and Independencia, province of Huaraz, Ancash; in the middle western slope of the Cordillera Blanca and Santa river basin. The delimitation of the vegetation cover began with the identification of the dominant vegetation cover types (Andean grassland, forest, wetland and shrub thicket); then, the geographic characteristics (slope and altitude) were defined for each type of vegetation cover. Subsequently, layers were generated with the Spectral Angle Mapper (SAM) classifier and the calculation of the Normalized Difference Moisture Index (NDMI). Finally, through the decision tree classifier it was possible to integrate all the previously determined layers, thus obtaining the supervised classification with the use of Landsat 8 satellite information of 2018 and DEM Alos Palsar. The results indicate that the application of the decision tree shows an almost perfect classification accuracy with a Kappa statistic (K^) of 0.90 We consider that the proposed methodology (decision tree) is ideal for delimiting vegetation cover at subregional scale. Key words: remote sensing; vegetation cover; decision tree; Quillcay sub-basin.La caracterización y delimitación de la cobertura vegetal existente en una determinada área geográfica es de vital importancia para una adecuada gestión de los recursos naturales. En tal sentido, esta investigación propone una metodología para realizar la delimitación de los tipos de cobertura vegetal de la subcuenca Quillcay. El área de estudio está localizada en los distritos de Huaraz e Independencia, provincia de Huaraz, Ancash; en la ladera occidental media de la Cordillera Blanca y Cuenca del Santa. La delimitación de la cobertura vegetal; inició con la identificación de los tipos de cobertura vegetal dominantes (pajonal andino, bosque, bofedal y matorral arbustivo); luego, se definieron las características geográficas (pendiente y altitud) para cada tipo de cobertura vegetal. Posteriormente, se generaron capas con el clasificador Spectral Angle Mapper (SAM) y el cálculo del Normalized Difference Moisture Index (NDMI). Finalmente, a través del clasificador de árbol de decisiones se puedo integrar todas las capas determinadas anteriormente, obteniendo de esta manera la clasificación supervisada con el uso información satelital Landsat 8 del año 2018 y DEM Alos Palsar. Los resultados indican que la aplicación del árbol de decisiones muestra una exactitud de la clasificación casi perfecta con un estadístico Kappa (K^) de 0,90. Consideramos que la metodología propuesta (árbol de decisiones) es ideal para delimitar la cobertura vegetal a escala subregional.  Universidad Nacional Santiago Antúnez de Mayolo2021-06-25info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdftext/htmlhttp://revistas.unasam.edu.pe/index.php/Aporte_Santiaguino/article/view/76110.32911/as.2021.v14.n1.761Aporte Santiaguino; Vol. 14, Núm. 1 (2021): Enero-Junio; pág. 78-912616-95412070-836Xreponame:Revistas - Universidad Nacional Santiago Antunez de Mayoloinstname:Universidad Nacional Santiago Antúnez de Mayoloinstacron:UNASAMspahttp://revistas.unasam.edu.pe/index.php/Aporte_Santiaguino/article/view/761/928http://revistas.unasam.edu.pe/index.php/Aporte_Santiaguino/article/view/761/940info:eu-repo/semantics/openAccessoai:ojs.pkp.sfu.ca:article/7612021-06-25T18:58:23Z
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