Cover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine data

Descripción del Articulo

Dry forests are home to large amounts of biodiversity, are providers of ecosystem services, and control the advance of deserts. However, globally, these ecosystems are being threatened by various factors such as climate change, deforestation, and land use and land cover (LULC). The objective of this...

Descripción completa

Detalles Bibliográficos
Autores: Barboza Castillo, Elgar, Salazar Coronel, Wilian, Gálvez Paucar, David, Valqui Valqui, Lamberto, Saravia Navarro, David, Gonzales, Jhony, Aldana, Wiliam, Vásquez Pérez, Héctor Vladimir, Arbizu Berrocal, Carlos Irvin
Formato: objeto de conferencia
Fecha de Publicación:2022
Institución:Instituto Nacional de Innovación Agraria
Repositorio:INIA-Institucional
Lenguaje:español
OAI Identifier:oai:null:20.500.12955/2076
Enlace del recurso:https://hdl.handle.net/20.500.12955/2076
https://doi.org/10.3390/IECF2022-13095
Nivel de acceso:acceso abierto
Materia:Forest remote sensing
Random Forest (RF)
Temporal series
Biodiversity
https://purl.org/pe-repo/ocde/ford#4.04.00
forest biodiversity
biodiversity
id INIA_0da219a27b046145080fbcb83a06c9d6
oai_identifier_str oai:null:20.500.12955/2076
network_acronym_str INIA
network_name_str INIA-Institucional
repository_id_str 4830
dc.title.en.fl_str_mv Cover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine data
title Cover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine data
spellingShingle Cover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine data
Barboza Castillo, Elgar
Forest remote sensing
Random Forest (RF)
Temporal series
Biodiversity
https://purl.org/pe-repo/ocde/ford#4.04.00
forest biodiversity
biodiversity
title_short Cover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine data
title_full Cover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine data
title_fullStr Cover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine data
title_full_unstemmed Cover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine data
title_sort Cover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine data
author Barboza Castillo, Elgar
author_facet Barboza Castillo, Elgar
Salazar Coronel, Wilian
Gálvez Paucar, David
Valqui Valqui, Lamberto
Saravia Navarro, David
Gonzales, Jhony
Aldana, Wiliam
Vásquez Pérez, Héctor Vladimir
Arbizu Berrocal, Carlos Irvin
author_role author
author2 Salazar Coronel, Wilian
Gálvez Paucar, David
Valqui Valqui, Lamberto
Saravia Navarro, David
Gonzales, Jhony
Aldana, Wiliam
Vásquez Pérez, Héctor Vladimir
Arbizu Berrocal, Carlos Irvin
author2_role author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Barboza Castillo, Elgar
Salazar Coronel, Wilian
Gálvez Paucar, David
Valqui Valqui, Lamberto
Saravia Navarro, David
Gonzales, Jhony
Aldana, Wiliam
Vásquez Pérez, Héctor Vladimir
Arbizu Berrocal, Carlos Irvin
dc.subject.en.fl_str_mv Forest remote sensing
Random Forest (RF)
Temporal series
topic Forest remote sensing
Random Forest (RF)
Temporal series
Biodiversity
https://purl.org/pe-repo/ocde/ford#4.04.00
forest biodiversity
biodiversity
dc.subject.dc.fl_str_mv Biodiversity
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#4.04.00
dc.subject.agrovoc.en.fl_str_mv forest biodiversity
biodiversity
description Dry forests are home to large amounts of biodiversity, are providers of ecosystem services, and control the advance of deserts. However, globally, these ecosystems are being threatened by various factors such as climate change, deforestation, and land use and land cover (LULC). The objective of this study was to identify the dynamics of LULC changes and the factors associated with the transformations of the dry forest in the Tumbes region (Peru) using Google Earth Engine (GEE). For this, the annual collection of Sentinel 2 (S2) satellite images of 2017 and 2021 was analyzed. Six types of LULC were identified, namely urban area (AU), agricultural land (AL), land without or with little vegetation (LW), water body (WB), dense dry forest (DDF), and open dry forest (ODF). Subsequently, we applied the Random Forest (RF) method for the classification. LULC maps reported accuracies greater than 89%. In turn, the rates of DDF and ODF between 2017 and 2021 remained unchanged at around 82%. Likewise, the largest net change occurred in the areas of WB, AL, and UA, at 51, 22, and 21%, respectively. Meanwhile, forest cover reported a loss of 4% (165.09 km2 ) of the total area in the analyzed period (2017–2021). The application of GEE allowed for an evaluation of the changes in forest cover and land use in the dry forest, and from this, it provided important information for the sustainable management of this ecosystem
publishDate 2022
dc.date.accessioned.none.fl_str_mv 2023-02-17T16:01:52Z
dc.date.available.none.fl_str_mv 2023-02-17T16:01:52Z
dc.date.issued.fl_str_mv 2022-10-21
dc.type.none.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
dc.identifier.citation.es_PE.fl_str_mv Barboza, E.; Salazar, W.; Gálvez-Paucar, D.; Valqui-Valqui, L.; Saravia, D.; Gonzales, J.; Aldana, W.; Vásquez, H.V.; Arbizuri, C.I (2022). Cover and land use changes in the dry forest of tumbes (Peru) using sentinel-2 and google earth engine data. Environmental.Sciences.Proceeding. 22,2. doi: 10.3390/IECF2022-13095.
dc.identifier.issn.none.fl_str_mv 2673-4931
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12955/2076
dc.identifier.doi.none.fl_str_mv https://doi.org/10.3390/IECF2022-13095
identifier_str_mv Barboza, E.; Salazar, W.; Gálvez-Paucar, D.; Valqui-Valqui, L.; Saravia, D.; Gonzales, J.; Aldana, W.; Vásquez, H.V.; Arbizuri, C.I (2022). Cover and land use changes in the dry forest of tumbes (Peru) using sentinel-2 and google earth engine data. Environmental.Sciences.Proceeding. 22,2. doi: 10.3390/IECF2022-13095.
2673-4931
url https://hdl.handle.net/20.500.12955/2076
https://doi.org/10.3390/IECF2022-13095
dc.language.iso.none.fl_str_mv spa
language spa
dc.relation.ispartof.none.fl_str_mv urn:issn:2673-4931
dc.relation.ispartofseries.en.fl_str_mv Environmental Sciences Proceedings
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.en.fl_str_mv MDPI
dc.publisher.country.none.fl_str_mv PE
dc.source.es_PE.fl_str_mv Instituto Nacional de Innovación Agraria
dc.source.none.fl_str_mv reponame:INIA-Institucional
instname:Instituto Nacional de Innovación Agraria
instacron:INIA
instname_str Instituto Nacional de Innovación Agraria
instacron_str INIA
institution INIA
reponame_str INIA-Institucional
collection INIA-Institucional
dc.source.uri.es_PE.fl_str_mv Repositorio Institucional - INIA
bitstream.url.fl_str_mv https://repositorio.inia.gob.pe/bitstreams/8e5c4707-67fc-4281-b10f-c6784ad902ee/download
https://repositorio.inia.gob.pe/bitstreams/e9fd1e3f-bb4c-474b-a650-2d06676c6ff6/download
https://repositorio.inia.gob.pe/bitstreams/4d007225-0e23-46de-8b53-63b7b37834a0/download
https://repositorio.inia.gob.pe/bitstreams/1149b9a4-fa8c-40d3-a810-e0d1ee674dff/download
bitstream.checksum.fl_str_mv d882a7fbaa8f085fe72dcca5b5c7ae9f
8a4605be74aa9ea9d79846c1fba20a33
acf1424cfc81c13354c6d937ddf3c153
bf4a28aaa187321a20a8b1c646754ede
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositorio Institucional INIA
repository.mail.fl_str_mv repositorio@inia.gob.pe
_version_ 1833331639788240896
spelling Barboza Castillo, ElgarSalazar Coronel, WilianGálvez Paucar, DavidValqui Valqui, LambertoSaravia Navarro, DavidGonzales, JhonyAldana, WiliamVásquez Pérez, Héctor VladimirArbizu Berrocal, Carlos Irvin2023-02-17T16:01:52Z2023-02-17T16:01:52Z2022-10-21Barboza, E.; Salazar, W.; Gálvez-Paucar, D.; Valqui-Valqui, L.; Saravia, D.; Gonzales, J.; Aldana, W.; Vásquez, H.V.; Arbizuri, C.I (2022). Cover and land use changes in the dry forest of tumbes (Peru) using sentinel-2 and google earth engine data. Environmental.Sciences.Proceeding. 22,2. doi: 10.3390/IECF2022-13095.2673-4931https://hdl.handle.net/20.500.12955/2076https://doi.org/10.3390/IECF2022-13095Dry forests are home to large amounts of biodiversity, are providers of ecosystem services, and control the advance of deserts. However, globally, these ecosystems are being threatened by various factors such as climate change, deforestation, and land use and land cover (LULC). The objective of this study was to identify the dynamics of LULC changes and the factors associated with the transformations of the dry forest in the Tumbes region (Peru) using Google Earth Engine (GEE). For this, the annual collection of Sentinel 2 (S2) satellite images of 2017 and 2021 was analyzed. Six types of LULC were identified, namely urban area (AU), agricultural land (AL), land without or with little vegetation (LW), water body (WB), dense dry forest (DDF), and open dry forest (ODF). Subsequently, we applied the Random Forest (RF) method for the classification. LULC maps reported accuracies greater than 89%. In turn, the rates of DDF and ODF between 2017 and 2021 remained unchanged at around 82%. Likewise, the largest net change occurred in the areas of WB, AL, and UA, at 51, 22, and 21%, respectively. Meanwhile, forest cover reported a loss of 4% (165.09 km2 ) of the total area in the analyzed period (2017–2021). The application of GEE allowed for an evaluation of the changes in forest cover and land use in the dry forest, and from this, it provided important information for the sustainable management of this ecosystemapplication/pdfspaMDPIPEurn:issn:2673-4931Environmental Sciences Proceedingsinfo:eu-repo/semantics/openAccessInstituto Nacional de Innovación AgrariaRepositorio Institucional - INIAreponame:INIA-Institucionalinstname:Instituto Nacional de Innovación Agrariainstacron:INIAForest remote sensingRandom Forest (RF)Temporal seriesBiodiversityhttps://purl.org/pe-repo/ocde/ford#4.04.00forest biodiversitybiodiversityCover and land use changes in the dry forest of Tumbes (Peru) using sentinel-2 and google earth engine datainfo:eu-repo/semantics/conferenceObject221ORIGINALBarboza_et-al_2022_Forest_google earth.pdfBarboza_et-al_2022_Forest_google earth.pdfapplication/pdf2482371https://repositorio.inia.gob.pe/bitstreams/8e5c4707-67fc-4281-b10f-c6784ad902ee/downloadd882a7fbaa8f085fe72dcca5b5c7ae9fMD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorio.inia.gob.pe/bitstreams/e9fd1e3f-bb4c-474b-a650-2d06676c6ff6/download8a4605be74aa9ea9d79846c1fba20a33MD52TEXTBarboza_et-al_2022_Forest_google earth.pdf.txtBarboza_et-al_2022_Forest_google earth.pdf.txtExtracted texttext/plain25702https://repositorio.inia.gob.pe/bitstreams/4d007225-0e23-46de-8b53-63b7b37834a0/downloadacf1424cfc81c13354c6d937ddf3c153MD53THUMBNAILBarboza_et-al_2022_Forest_google earth.pdf.jpgBarboza_et-al_2022_Forest_google earth.pdf.jpgGenerated Thumbnailimage/jpeg1631https://repositorio.inia.gob.pe/bitstreams/1149b9a4-fa8c-40d3-a810-e0d1ee674dff/downloadbf4a28aaa187321a20a8b1c646754edeMD5420.500.12955/2076oai:repositorio.inia.gob.pe:20.500.12955/20762024-01-26 14:42:00.921open.accesshttps://repositorio.inia.gob.peRepositorio Institucional INIArepositorio@inia.gob.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
score 13.785607
Nota importante:
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).