Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South America

Detalhes bibliográficos
Autor(a) principal: CERÓN,WILMAR L.
Data de Publicação: 2021
Outros Autores: ANDREOLI,RITA V., KAYANO,MARY T., CANCHALA,TERESITA, CARVAJAL-ESCOBAR,YESID, SOUZA,RODRIGO A.F.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Anais da Academia Brasileira de Ciências (Online)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0001-37652021000101201
Resumo: Abstract The Colombian Biogeographic Choco (CBC) and the La Plata Basin (LPB) are regions with high biodiversity. However, these areas are characterized by scarce climatological information, complex orography, and rain-gauge network unevenly distributed. Interpolated data from the ground station might overcome these aspects. For this reason, is necessary to identify the best technique for the spatial interpolation of rainfall. Hence, the spatial interpolation techniques were applied to annual and seasonal rainfall in the CBC and LPB. Geostatistical results and deterministic approaches were compared by cross-validation. Cokriging with spherical (gaussian) model is the best interpolator in the CBC (LPB), as indicated by the lowest root mean square error (RMSE) and a standardized RMSE close to one. The CBC shows three rainfall cores: the northern, 9,000 mm/year; the central-southern, 10,000 mm/year; and the southern, 7,000 mm/year. The LPB shows a west-east rainfall gradient, with a minimum to the west (450 mm/year) and a maximum in the mid-west (2,000 mm/year). To the north of the LPB, rainfall reaches 1,500 mm/year, while in the south it reaches only 900 mm/year. The results in our study may be useful for scientists and decision-makers for use in environmental and hydrological models for the CBC and the LPB.
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spelling Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South AmericaBiogeographic ChocohotspotsLa Plata BasinrainfallSouth America and spatial interpolationAbstract The Colombian Biogeographic Choco (CBC) and the La Plata Basin (LPB) are regions with high biodiversity. However, these areas are characterized by scarce climatological information, complex orography, and rain-gauge network unevenly distributed. Interpolated data from the ground station might overcome these aspects. For this reason, is necessary to identify the best technique for the spatial interpolation of rainfall. Hence, the spatial interpolation techniques were applied to annual and seasonal rainfall in the CBC and LPB. Geostatistical results and deterministic approaches were compared by cross-validation. Cokriging with spherical (gaussian) model is the best interpolator in the CBC (LPB), as indicated by the lowest root mean square error (RMSE) and a standardized RMSE close to one. The CBC shows three rainfall cores: the northern, 9,000 mm/year; the central-southern, 10,000 mm/year; and the southern, 7,000 mm/year. The LPB shows a west-east rainfall gradient, with a minimum to the west (450 mm/year) and a maximum in the mid-west (2,000 mm/year). To the north of the LPB, rainfall reaches 1,500 mm/year, while in the south it reaches only 900 mm/year. The results in our study may be useful for scientists and decision-makers for use in environmental and hydrological models for the CBC and the LPB.Academia Brasileira de Ciências2021-01-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0001-37652021000101201Anais da Academia Brasileira de Ciências v.93 n.1 2021reponame:Anais da Academia Brasileira de Ciências (Online)instname:Academia Brasileira de Ciências (ABC)instacron:ABC10.1590/0001-3765202120190674info:eu-repo/semantics/openAccessCERÓN,WILMAR L.ANDREOLI,RITA V.KAYANO,MARY T.CANCHALA,TERESITACARVAJAL-ESCOBAR,YESIDSOUZA,RODRIGO A.F.eng2021-01-13T00:00:00Zoai:scielo:S0001-37652021000101201Revistahttp://www.scielo.br/aabchttps://old.scielo.br/oai/scielo-oai.php||aabc@abc.org.br1678-26900001-3765opendoar:2021-01-13T00:00Anais da Academia Brasileira de Ciências (Online) - Academia Brasileira de Ciências (ABC)false
dc.title.none.fl_str_mv Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South America
title Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South America
spellingShingle Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South America
CERÓN,WILMAR L.
Biogeographic Choco
hotspots
La Plata Basin
rainfall
South America and spatial interpolation
title_short Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South America
title_full Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South America
title_fullStr Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South America
title_full_unstemmed Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South America
title_sort Comparison of spatial interpolation methods for annual and seasonal rainfall in two hotspots of biodiversity in South America
author CERÓN,WILMAR L.
author_facet CERÓN,WILMAR L.
ANDREOLI,RITA V.
KAYANO,MARY T.
CANCHALA,TERESITA
CARVAJAL-ESCOBAR,YESID
SOUZA,RODRIGO A.F.
author_role author
author2 ANDREOLI,RITA V.
KAYANO,MARY T.
CANCHALA,TERESITA
CARVAJAL-ESCOBAR,YESID
SOUZA,RODRIGO A.F.
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv CERÓN,WILMAR L.
ANDREOLI,RITA V.
KAYANO,MARY T.
CANCHALA,TERESITA
CARVAJAL-ESCOBAR,YESID
SOUZA,RODRIGO A.F.
dc.subject.por.fl_str_mv Biogeographic Choco
hotspots
La Plata Basin
rainfall
South America and spatial interpolation
topic Biogeographic Choco
hotspots
La Plata Basin
rainfall
South America and spatial interpolation
description Abstract The Colombian Biogeographic Choco (CBC) and the La Plata Basin (LPB) are regions with high biodiversity. However, these areas are characterized by scarce climatological information, complex orography, and rain-gauge network unevenly distributed. Interpolated data from the ground station might overcome these aspects. For this reason, is necessary to identify the best technique for the spatial interpolation of rainfall. Hence, the spatial interpolation techniques were applied to annual and seasonal rainfall in the CBC and LPB. Geostatistical results and deterministic approaches were compared by cross-validation. Cokriging with spherical (gaussian) model is the best interpolator in the CBC (LPB), as indicated by the lowest root mean square error (RMSE) and a standardized RMSE close to one. The CBC shows three rainfall cores: the northern, 9,000 mm/year; the central-southern, 10,000 mm/year; and the southern, 7,000 mm/year. The LPB shows a west-east rainfall gradient, with a minimum to the west (450 mm/year) and a maximum in the mid-west (2,000 mm/year). To the north of the LPB, rainfall reaches 1,500 mm/year, while in the south it reaches only 900 mm/year. The results in our study may be useful for scientists and decision-makers for use in environmental and hydrological models for the CBC and the LPB.
publishDate 2021
dc.date.none.fl_str_mv 2021-01-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
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dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0001-37652021000101201
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dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/0001-3765202120190674
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
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dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Academia Brasileira de Ciências
publisher.none.fl_str_mv Academia Brasileira de Ciências
dc.source.none.fl_str_mv Anais da Academia Brasileira de Ciências v.93 n.1 2021
reponame:Anais da Academia Brasileira de Ciências (Online)
instname:Academia Brasileira de Ciências (ABC)
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reponame_str Anais da Academia Brasileira de Ciências (Online)
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