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Mapping avocado in Michoacán with Sentinel-2 images and a mixed methodology
Avocado is a fashionable superfood, and a very profitable crop. Mexico is the first world producer of avocado and Michoacán the first national producer. The objective was to map the avocado crops in Michoacán with Sentinel-2 images, as well as establishing the main coverages. The study area was divi...
Autores principales: | , , |
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Formato: | Online Artículo |
Lenguaje: | spa |
Publicado: |
Universidad Autónoma Chapingo
2022
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Acceso en línea: | https://revistas.chapingo.mx/geografia/article/view/r.rga.2022.69.03 https://dx.doi.org/10.5154/r.rga.2022.69.03 |
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author | España Boquera, María Luisa Castro Bleda, María José España Boquera, Salvador |
author_facet | España Boquera, María Luisa Castro Bleda, María José España Boquera, Salvador |
author_sort | España Boquera, María Luisa |
collection | Revista de Geografía Agrícola |
description | Avocado is a fashionable superfood, and a very profitable crop. Mexico is the first world producer of avocado and Michoacán the first national producer. The objective was to map the avocado crops in Michoacán with Sentinel-2 images, as well as establishing the main coverages. The study area was divided into three zones (Tancítaro, Pátzcuaro and Zitácuaro) and for each one five recent Sentinel-2 images (2019-2020) were downloaded from Copernicus web site. A preprocessing was carried out to concentrate the information of each area in a 12-band image. Avocado and forest plots were identified in . An unsupervised k-means classification algorithm of 50 classes was applied and classes corresponding to avocado, forest, secondary vegetation, tropical dry deciduous forest, agriculture, soil, urban area or water covers were identified. A success rate of 89.58 % was obtained in the avocado and 92.12 % in the forest. In total, 149 729 ha of avocado were identified. The map obtained was compared with Series VI of INEGI, in which the orchards are classified as rainfed agriculture; the forests coincide in more than 70%, while the soil gathers very seasonal covers, and there is confusion in the discrimination of other types of vegetation. |
format | Online Article |
id | oai_chapingo-geografia-_article-208 |
institution | Universidad Autónoma Chapingo |
language | spa |
publishDate | 2022 |
publisher | Universidad Autónoma Chapingo |
record_format | ojs |
spelling | oai_chapingo-geografia-_article-2082023-08-28T16:22:42Z Mapping avocado in Michoacán with Sentinel-2 images and a mixed methodology Cartografía del aguacate en Michoacán con imágenes Sentinel-2 y una metodología mixta España Boquera, María Luisa Castro Bleda, María José España Boquera, Salvador Persea americana Mill Copernicus Serie VI INEGI clasificación Persea americana Mill. Copernicus Series VI INEGI classification Avocado is a fashionable superfood, and a very profitable crop. Mexico is the first world producer of avocado and Michoacán the first national producer. The objective was to map the avocado crops in Michoacán with Sentinel-2 images, as well as establishing the main coverages. The study area was divided into three zones (Tancítaro, Pátzcuaro and Zitácuaro) and for each one five recent Sentinel-2 images (2019-2020) were downloaded from Copernicus web site. A preprocessing was carried out to concentrate the information of each area in a 12-band image. Avocado and forest plots were identified in . An unsupervised k-means classification algorithm of 50 classes was applied and classes corresponding to avocado, forest, secondary vegetation, tropical dry deciduous forest, agriculture, soil, urban area or water covers were identified. A success rate of 89.58 % was obtained in the avocado and 92.12 % in the forest. In total, 149 729 ha of avocado were identified. The map obtained was compared with Series VI of INEGI, in which the orchards are classified as rainfed agriculture; the forests coincide in more than 70%, while the soil gathers very seasonal covers, and there is confusion in the discrimination of other types of vegetation. El aguacate es un superalimento de moda, muy rentable. México es el primer productor mundial y Michoacán el primero nacional. El objetivo fue cartografiar el cultivo del aguacate en Michoacán con imágenes Sentinel-2 e identificar las principales coberturas. El área de estudio se dividió en tres zonas (Tancítaro, Pátzcuaro y Zitácuaro) y para cada una se descargaron cinco imágenes Sentinel-2 (Copernicus) (2019-2020). Se realizó un preprocesamiento para concentrar la información de cada zona en una imagen de 12 bandas. Se identificaron en Google Earth parcelas de aguacate y de bosque. Se aplicó un algoritmo de clasificación no supervisada k-meansde 50 clases, de las cuales se identificó el aguacate y las coberturas: bosque, vegetación secundaria, selva, agricultura, suelo, zona urbana o agua. Se obtuvo un porcentaje de aciertos del 89.58 % en aguacate y 92.12 % en bosque. En total se identificaron 149 729 ha de aguacate. El mapa obtenido se comparó con la Serie VI de INEGI, en la que las huertas son clasificadas como agricultura de temporal; los bosques coinciden en más del 70 %, el suelo reúne coberturas estacionales y existe confusión en la discriminación de otros tipos de vegetación. Universidad Autónoma Chapingo 2022-11-17 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion application/pdf https://revistas.chapingo.mx/geografia/article/view/r.rga.2022.69.03 10.5154/r.rga.2022.69.03 Revista de Geografía Agrícola; No. 69 (2022): July-December; 61-79 Revista de Geografía Agrícola; Núm. 69 (2022): julio-diciembre; 61-79 2448-7368 0186-4394 spa https://revistas.chapingo.mx/geografia/article/view/r.rga.2022.69.03/r.rga.2022.69.03 Derechos de autor 2022 Revista de Geografía Agrícola https://creativecommons.org/licenses/by-nc/4.0 |
spellingShingle | Persea americana Mill Copernicus Serie VI INEGI clasificación Persea americana Mill. Copernicus Series VI INEGI classification España Boquera, María Luisa Castro Bleda, María José España Boquera, Salvador Mapping avocado in Michoacán with Sentinel-2 images and a mixed methodology |
title | Mapping avocado in Michoacán with Sentinel-2 images and a mixed methodology |
title_alt | Cartografía del aguacate en Michoacán con imágenes Sentinel-2 y una metodología mixta |
title_full | Mapping avocado in Michoacán with Sentinel-2 images and a mixed methodology |
title_fullStr | Mapping avocado in Michoacán with Sentinel-2 images and a mixed methodology |
title_full_unstemmed | Mapping avocado in Michoacán with Sentinel-2 images and a mixed methodology |
title_short | Mapping avocado in Michoacán with Sentinel-2 images and a mixed methodology |
title_sort | mapping avocado in michoacán with sentinel-2 images and a mixed methodology |
topic | Persea americana Mill Copernicus Serie VI INEGI clasificación Persea americana Mill. Copernicus Series VI INEGI classification |
topic_facet | Persea americana Mill Copernicus Serie VI INEGI clasificación Persea americana Mill. Copernicus Series VI INEGI classification |
url | https://revistas.chapingo.mx/geografia/article/view/r.rga.2022.69.03 https://dx.doi.org/10.5154/r.rga.2022.69.03 |
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