Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru
Descripción del Articulo
Dry forests are ecosystems of great importance worldwide, but in recent decades they have been affected by climate change and changes in land use. In this study, we evaluated land use and land cover changes (LULC) in dry forests in Peru between 2017 and 2021 using Sentinel-2 images, and cloud proces...
Autores: | , , , , , , , , |
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Formato: | artículo |
Fecha de Publicación: | 2024 |
Institución: | Instituto Nacional de Innovación Agraria |
Repositorio: | INIA-Institucional |
Lenguaje: | inglés |
OAI Identifier: | oai:null:20.500.12955/2627 |
Enlace del recurso: | http://hdl.handle.net/20.500.12955/2627 https://doi.org/10.18280/ijei.070312 |
Nivel de acceso: | acceso abierto |
Materia: | Remote Sensing (RS) Biodiversity Random Forest (RF) forest monitoring Google Earth Engine (GEE) https://purl.org/pe-repo/ocde/ford#4.01.02 Dry forests |
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dc.title.none.fl_str_mv |
Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru |
title |
Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru |
spellingShingle |
Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru Barboza, Elgar Remote Sensing (RS) Biodiversity Random Forest (RF) forest monitoring Google Earth Engine (GEE) https://purl.org/pe-repo/ocde/ford#4.01.02 Dry forests |
title_short |
Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru |
title_full |
Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru |
title_fullStr |
Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru |
title_full_unstemmed |
Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru |
title_sort |
Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru |
author |
Barboza, Elgar |
author_facet |
Barboza, Elgar Salazar Coronel, Wilian Gálvez Paucar, David Valqui Valqui, Lamberto Valqui, Leandro Zagaceta, Luis H. Gonzales, Jhony Vásquez, Héctor V. Arbizu, Carlos I. |
author_role |
author |
author2 |
Salazar Coronel, Wilian Gálvez Paucar, David Valqui Valqui, Lamberto Valqui, Leandro Zagaceta, Luis H. Gonzales, Jhony Vásquez, Héctor V. Arbizu, Carlos I. |
author2_role |
author author author author author author author author |
dc.contributor.author.fl_str_mv |
Barboza, Elgar Salazar Coronel, Wilian Gálvez Paucar, David Valqui Valqui, Lamberto Valqui, Leandro Zagaceta, Luis H. Gonzales, Jhony Vásquez, Héctor V. Arbizu, Carlos I. |
dc.subject.none.fl_str_mv |
Remote Sensing (RS) Biodiversity Random Forest (RF) forest monitoring Google Earth Engine (GEE) |
topic |
Remote Sensing (RS) Biodiversity Random Forest (RF) forest monitoring Google Earth Engine (GEE) https://purl.org/pe-repo/ocde/ford#4.01.02 Dry forests |
dc.subject.ocde.none.fl_str_mv |
https://purl.org/pe-repo/ocde/ford#4.01.02 |
dc.subject.agrovoc.none.fl_str_mv |
Dry forests |
description |
Dry forests are ecosystems of great importance worldwide, but in recent decades they have been affected by climate change and changes in land use. In this study, we evaluated land use and land cover changes (LULC) in dry forests in Peru between 2017 and 2021 using Sentinel-2 images, and cloud processing with Machine Learning (ML) models. The results reported a mapping with accuracies above 85% with an increase in bare soil, urban areas and open dry forest, and reduction in the area of crops and dense dry forest. Protected natural areas lost 2.47% of their conserved surface area and the areas with the greatest degree of land use impact are located in the center and north of the study area. The study provides information that can help in the management of dry forests in northern Peru. |
publishDate |
2024 |
dc.date.accessioned.none.fl_str_mv |
2024-12-27T05:37:03Z |
dc.date.available.none.fl_str_mv |
2024-12-27T05:37:03Z |
dc.date.issued.fl_str_mv |
2024-09-30 |
dc.type.none.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
dc.identifier.citation.none.fl_str_mv |
Barboza, E.; Salazar, W.; Gálvez-Paucar, D.; Valqui-Valqui, L.; Valqui, L.; Zagaceta, L. H.; Gonzales, J.; Vásquez, H. V.; & Arbizu, C. I. (2024). Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru. International Journal of Environmental Impacts, Vol. 7, No. 3, pp. 505-514. doi: 10.18280/ijei.070312 |
dc.identifier.issn.none.fl_str_mv |
2398-2640 |
dc.identifier.uri.none.fl_str_mv |
http://hdl.handle.net/20.500.12955/2627 |
dc.identifier.doi.none.fl_str_mv |
https://doi.org/10.18280/ijei.070312 |
identifier_str_mv |
Barboza, E.; Salazar, W.; Gálvez-Paucar, D.; Valqui-Valqui, L.; Valqui, L.; Zagaceta, L. H.; Gonzales, J.; Vásquez, H. V.; & Arbizu, C. I. (2024). Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru. International Journal of Environmental Impacts, Vol. 7, No. 3, pp. 505-514. doi: 10.18280/ijei.070312 2398-2640 |
url |
http://hdl.handle.net/20.500.12955/2627 https://doi.org/10.18280/ijei.070312 |
dc.language.iso.none.fl_str_mv |
eng |
language |
eng |
dc.relation.ispartof.none.fl_str_mv |
urn:issn:2398-2640 |
dc.relation.ispartofseries.none.fl_str_mv |
International Journal of Environmental Impacts |
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.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
International Information and Engineering Technology Association (IIETA) |
dc.publisher.country.none.fl_str_mv |
GB |
publisher.none.fl_str_mv |
International Information and Engineering Technology Association (IIETA) |
dc.source.none.fl_str_mv |
Instituto Nacional de Innovación Agraria reponame:INIA-Institucional instname:Instituto Nacional de Innovación Agraria instacron:INIA |
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Instituto Nacional de Innovación Agraria |
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INIA |
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INIA-Institucional |
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Repositorio Institucional - INIA |
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spelling |
Barboza, ElgarSalazar Coronel, WilianGálvez Paucar, DavidValqui Valqui, LambertoValqui, LeandroZagaceta, Luis H.Gonzales, JhonyVásquez, Héctor V.Arbizu, Carlos I.2024-12-27T05:37:03Z2024-12-27T05:37:03Z2024-09-30Barboza, E.; Salazar, W.; Gálvez-Paucar, D.; Valqui-Valqui, L.; Valqui, L.; Zagaceta, L. H.; Gonzales, J.; Vásquez, H. V.; & Arbizu, C. I. (2024). Cloud computing application for the analysis of land use and land cover changes in dry forests of Peru. International Journal of Environmental Impacts, Vol. 7, No. 3, pp. 505-514. doi: 10.18280/ijei.0703122398-2640http://hdl.handle.net/20.500.12955/2627https://doi.org/10.18280/ijei.070312Dry forests are ecosystems of great importance worldwide, but in recent decades they have been affected by climate change and changes in land use. In this study, we evaluated land use and land cover changes (LULC) in dry forests in Peru between 2017 and 2021 using Sentinel-2 images, and cloud processing with Machine Learning (ML) models. The results reported a mapping with accuracies above 85% with an increase in bare soil, urban areas and open dry forest, and reduction in the area of crops and dense dry forest. Protected natural areas lost 2.47% of their conserved surface area and the areas with the greatest degree of land use impact are located in the center and north of the study area. The study provides information that can help in the management of dry forests in northern Peru.We would like to thank the Dirección de Desarrollo Tecnológico Agropecuario – DDTA of the Instituto Nacional de Innovación Agraria – INIA. This research was conducted and financed mainly by CUI Project No 2253484 “Creación de un Servicio de Laboratorio de Agrostología de la Universidad Nacional Toribio Rodríguez de Mendoza” that was financed by Sistema Nacional de Inversión Pública (SNIP) of the Ministry of Economy and Finance (MEF) of Peru. Also, was supported by the Vice-Rectorate of Research of the Universidad Nacional Toribio Rodríguez de Mendoza de Amazonas - UNTRM.application/pdfengInternational Information and Engineering Technology Association (IIETA)GBurn:issn:2398-2640International Journal of Environmental Impactsinfo:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/4.0/Instituto Nacional de Innovación Agrariareponame:INIA-Institucionalinstname:Instituto Nacional de Innovación Agrariainstacron:INIARepositorio Institucional - INIARemote Sensing (RS)BiodiversityRandom Forest (RF)forest monitoringGoogle Earth Engine (GEE)https://purl.org/pe-repo/ocde/ford#4.01.02Dry forestsCloud computing application for the analysis of land use and land cover changes in dry forests of Peruinfo:eu-repo/semantics/articleORIGINALBarboza_et-al_2024_dry_forest.pdfBarboza_et-al_2024_dry_forest.pdfapplication/pdf1855896https://repositorio.inia.gob.pe/bitstreams/9edf628c-426b-43f6-a11c-bae2229d336d/downloadca714d8f3ecf7478324b98dfcf6de6f7MD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81792https://repositorio.inia.gob.pe/bitstreams/b2e8d224-cc7d-4046-889d-9e0a3e7ac730/downloada1dff3722e05e29dac20fa1a97a12ccfMD5220.500.12955/2627oai:repositorio.inia.gob.pe:20.500.12955/26272024-12-27 00:37:03.751https://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessopen.accesshttps://repositorio.inia.gob.peRepositorio Institucional INIArepositorio@inia.gob.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 |
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La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).