Climate change impacts on biomes and aridity in Peru
Descripción del Articulo
The preliminary results showed that random forest worked best for the PB imbalanced data, having a 0.84 weighted average in precision and recall metric. The model reproduces 9 of the PB with low error 4.5% and overestimates 34.52 % one of them in the Amazon. Furthermore, there is an increasing sligh...
Autores: | , , , , , |
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Formato: | objeto de conferencia |
Fecha de Publicación: | 2020 |
Institución: | Servicio Nacional de Meteorología e Hidrología del Perú |
Repositorio: | SENAMHI-Institucional |
Lenguaje: | inglés |
OAI Identifier: | oai:repositorio.senamhi.gob.pe:20.500.12542/842 |
Enlace del recurso: | https://hdl.handle.net/20.500.12542/842 |
Nivel de acceso: | acceso abierto |
Materia: | Cambio Climático Biomasa Ecosistemas https://purl.org/pe-repo/ocde/ford#1.05.11 biomasa - Biodiversidad y Ecosistemas |
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dc.title.none.fl_str_mv |
Climate change impacts on biomes and aridity in Peru |
title |
Climate change impacts on biomes and aridity in Peru |
spellingShingle |
Climate change impacts on biomes and aridity in Peru Zevallos Ruiz, Jose Augusto Cambio Climático Biomasa Ecosistemas https://purl.org/pe-repo/ocde/ford#1.05.11 biomasa - Biodiversidad y Ecosistemas |
title_short |
Climate change impacts on biomes and aridity in Peru |
title_full |
Climate change impacts on biomes and aridity in Peru |
title_fullStr |
Climate change impacts on biomes and aridity in Peru |
title_full_unstemmed |
Climate change impacts on biomes and aridity in Peru |
title_sort |
Climate change impacts on biomes and aridity in Peru |
author |
Zevallos Ruiz, Jose Augusto |
author_facet |
Zevallos Ruiz, Jose Augusto Huerta, Adrian Lavado-Casimiro, W. Sabino Rojas, Evelin Vega-Jácome, Fiorella Felipe-Obando, Oscar |
author_role |
author |
author2 |
Huerta, Adrian Lavado-Casimiro, W. Sabino Rojas, Evelin Vega-Jácome, Fiorella Felipe-Obando, Oscar |
author2_role |
author author author author author |
dc.contributor.author.fl_str_mv |
Zevallos Ruiz, Jose Augusto Huerta, Adrian Lavado-Casimiro, W. Sabino Rojas, Evelin Vega-Jácome, Fiorella Felipe-Obando, Oscar |
dc.subject.es_PE.fl_str_mv |
Cambio Climático Biomasa Ecosistemas |
topic |
Cambio Climático Biomasa Ecosistemas https://purl.org/pe-repo/ocde/ford#1.05.11 biomasa - Biodiversidad y Ecosistemas |
dc.subject.ocde.none.fl_str_mv |
https://purl.org/pe-repo/ocde/ford#1.05.11 |
dc.subject.sinia.none.fl_str_mv |
biomasa - Biodiversidad y Ecosistemas |
description |
The preliminary results showed that random forest worked best for the PB imbalanced data, having a 0.84 weighted average in precision and recall metric. The model reproduces 9 of the PB with low error 4.5% and overestimates 34.52 % one of them in the Amazon. Furthermore, there is an increasing slight trend (not significant) of AI at the drainage-scale, mainly in the Pacific. We hypothesize that there is a migration of dryland subtypes from dry to wet areas in the present time. |
publishDate |
2020 |
dc.date.accessioned.none.fl_str_mv |
2021-03-26T23:17:46Z |
dc.date.available.none.fl_str_mv |
2021-03-26T23:17:46Z |
dc.date.issued.fl_str_mv |
2020-06-12 |
dc.type.none.fl_str_mv |
info:eu-repo/semantics/conferenceObject |
dc.type.sinia.none.fl_str_mv |
text/libro.presentacion |
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dc.identifier.citation.es_PE.fl_str_mv |
Zevallos Ruiz, JA, Huerta, A., Lavado, W., Sabino, E., vega, F., y Felipe, O .: Impactos del cambio climático en biomas y aridez en Perú, Asamblea General EGU 2020, En línea, 4 a 8 de mayo de 2020, EGU2020-20432, https://doi.org/10.5194/egusphere-egu2020-20432, 2020 |
dc.identifier.uri.none.fl_str_mv |
https://hdl.handle.net/20.500.12542/842 |
dc.identifier.url.none.fl_str_mv |
https://hdl.handle.net/20.500.12542/842 |
identifier_str_mv |
Zevallos Ruiz, JA, Huerta, A., Lavado, W., Sabino, E., vega, F., y Felipe, O .: Impactos del cambio climático en biomas y aridez en Perú, Asamblea General EGU 2020, En línea, 4 a 8 de mayo de 2020, EGU2020-20432, https://doi.org/10.5194/egusphere-egu2020-20432, 2020 |
url |
https://hdl.handle.net/20.500.12542/842 |
dc.language.iso.es_PE.fl_str_mv |
eng |
language |
eng |
dc.relation.es_PE.fl_str_mv |
Apoyo a la Gestión del Cambio Climático 2da. Fase |
dc.relation.isreferencedby.none.fl_str_mv |
EGU General Assembly 2020, Online, 4–8 May 2020 |
dc.relation.uri.none.fl_str_mv |
https://meetingorganizer.copernicus.org/EGU2020/EGU2020-20432.html |
dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess |
dc.rights.*.fl_str_mv |
Atribución-NoComercial-SinDerivadas 3.0 Estados Unidos de América |
dc.rights.uri.*.fl_str_mv |
http://creativecommons.org/licenses/by-nc-nd/3.0/us/ |
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openAccess |
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Atribución-NoComercial-SinDerivadas 3.0 Estados Unidos de América http://creativecommons.org/licenses/by-nc-nd/3.0/us/ |
dc.format.es_PE.fl_str_mv |
application/pdf |
dc.coverage.spatial.none.fl_str_mv |
Peru |
dc.publisher.es_PE.fl_str_mv |
European Geosciences Union |
dc.source.es_PE.fl_str_mv |
Repositorio Institucional - SENAMHI Servicio Nacional de Meteorología e Hidrología del Perú |
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Zevallos Ruiz, Jose AugustoHuerta, AdrianLavado-Casimiro, W.Sabino Rojas, EvelinVega-Jácome, FiorellaFelipe-Obando, OscarPeru2021-03-26T23:17:46Z2021-03-26T23:17:46Z2020-06-12Zevallos Ruiz, JA, Huerta, A., Lavado, W., Sabino, E., vega, F., y Felipe, O .: Impactos del cambio climático en biomas y aridez en Perú, Asamblea General EGU 2020, En línea, 4 a 8 de mayo de 2020, EGU2020-20432, https://doi.org/10.5194/egusphere-egu2020-20432, 2020https://hdl.handle.net/20.500.12542/842https://hdl.handle.net/20.500.12542/842The preliminary results showed that random forest worked best for the PB imbalanced data, having a 0.84 weighted average in precision and recall metric. The model reproduces 9 of the PB with low error 4.5% and overestimates 34.52 % one of them in the Amazon. Furthermore, there is an increasing slight trend (not significant) of AI at the drainage-scale, mainly in the Pacific. We hypothesize that there is a migration of dryland subtypes from dry to wet areas in the present time.Agencia Suiza para el Desarrollo y la Cooperación (COSUDE)application/pdfengEuropean Geosciences UnionApoyo a la Gestión del Cambio Climático 2da. FaseEGU General Assembly 2020, Online, 4–8 May 2020https://meetingorganizer.copernicus.org/EGU2020/EGU2020-20432.htmlinfo:eu-repo/semantics/openAccessAtribución-NoComercial-SinDerivadas 3.0 Estados Unidos de Américahttp://creativecommons.org/licenses/by-nc-nd/3.0/us/Repositorio Institucional - SENAMHIServicio Nacional de Meteorología e Hidrología del Perúreponame:SENAMHI-Institucionalinstname:Servicio Nacional de Meteorología e Hidrología del Perúinstacron:SENAMHICambio ClimáticoBiomasaEcosistemashttps://purl.org/pe-repo/ocde/ford#1.05.11biomasa - Biodiversidad y EcosistemasClimate change impacts on biomes and aridity in Peruinfo:eu-repo/semantics/conferenceObjecttext/libro.presentacionORIGINALClimate-change-impacts-on-biomes-and-aridity-in-Peru.pdfClimate-change-impacts-on-biomes-and-aridity-in-Peru.pdfTexto Completoapplication/pdf298401http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/842/1/Climate-change-impacts-on-biomes-and-aridity-in-Peru.pdf446e5fca4cdffe0e6aca10d17a55f0b9MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8811http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/842/2/license_rdf9868ccc48a14c8d591352b6eaf7f6239MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/842/3/license.txt8a4605be74aa9ea9d79846c1fba20a33MD53TEXTClimate-change-impacts-on-biomes-and-aridity-in-Peru.pdf.txtClimate-change-impacts-on-biomes-and-aridity-in-Peru.pdf.txtExtracted texttext/plain2632http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/842/4/Climate-change-impacts-on-biomes-and-aridity-in-Peru.pdf.txt2f52d616b99fff97bc4d83706f948278MD54THUMBNAILClimate-change-impacts-on-biomes-and-aridity-in-Peru.pdf.jpgClimate-change-impacts-on-biomes-and-aridity-in-Peru.pdf.jpgGenerated Thumbnailimage/jpeg5484http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/842/5/Climate-change-impacts-on-biomes-and-aridity-in-Peru.pdf.jpg896f356d6a95a224d3bc842a9699e186MD5520.500.12542/842oai:repositorio.senamhi.gob.pe:20.500.12542/8422024-08-22 15:47:42.193Repositorio Institucional SENAMHIrepositorio@senamhi.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).