Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables

Detalhes bibliográficos
Autor(a) principal: Flores-Garnica, José Germán
Data de Publicação: 2024
Outros Autores: Orozco-Gutiérrez, Gabriela, Ramírez-Ojeda, Gabriela, Ruiz-Sanchez, Eduardo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Ciência Florestal (Online)
Texto Completo: https://periodicos.ufsm.br/cienciaflorestal/article/view/83792
Resumo: The environmental conditions of Mexico allow the presence of several species of bamboo, where commercial uses have diversified due to their rapid growth and characteristics. The Mexican Guaduas are specimens with exemplary structural characteristics, however, there is no cartographic information in Mexico that allows locating and sizing the areas where bamboo species are located or can be located, which restricts decision making for commercial forest plantations. Therefore, it is intended to determine the probability of occurrence of the 7 species of this genus of bamboo, based on the maximum entropy approach and three arrangements of 21 environmental variables, for which 478 presence records were used. All generated models defined a good fit with the training data, with an AUC value greater than 0.90. It was found that the niche distribution of Guadua mexicana species is mainly influenced by altitude (ELEV), so they are found in areas close to coastal regions. Likewise, in defining the distribution of this genus, annual precipitation (BIO12), evapotranspiration (ETP) and average annual temperature (BIO1) stood out. This was independent of the three arrangements of environmental variables that were tested.
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spelling Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variablesDistribuição potencial do bambu Guadua no México, com base em três conjuntos de variáveis ambientaisMaximum entropyOmission/commission curvesPermutation importanceEntropia máximaCurvas de salto/comissãoImportância da permutaçãoThe environmental conditions of Mexico allow the presence of several species of bamboo, where commercial uses have diversified due to their rapid growth and characteristics. The Mexican Guaduas are specimens with exemplary structural characteristics, however, there is no cartographic information in Mexico that allows locating and sizing the areas where bamboo species are located or can be located, which restricts decision making for commercial forest plantations. Therefore, it is intended to determine the probability of occurrence of the 7 species of this genus of bamboo, based on the maximum entropy approach and three arrangements of 21 environmental variables, for which 478 presence records were used. All generated models defined a good fit with the training data, with an AUC value greater than 0.90. It was found that the niche distribution of Guadua mexicana species is mainly influenced by altitude (ELEV), so they are found in areas close to coastal regions. Likewise, in defining the distribution of this genus, annual precipitation (BIO12), evapotranspiration (ETP) and average annual temperature (BIO1) stood out. This was independent of the three arrangements of environmental variables that were tested.As condições ambientais do México permitem a presença de várias espécies de bambu, onde, devido ao seu rápido crescimento e características, os usos comerciais se diversificaram. As Guaduas mexicanas são exemplares com características estruturais exemplares, porém não há informações cartográficas no México que permitam localizar e dimensionar as áreas onde estão ou podem estar localizadas espécies de bambu, o que restringe a tomada de decisão para plantações florestais comerciais. Portanto, pretende-se determinar a probabilidade de ocorrência das 7 espécies deste gênero de bambu, com base na abordagem de máxima entropia e três arranjos de 21 variáveis ambientais, para as quais foram utilizados 478 registros de presença. Todos os modelos gerados definiram um bom ajuste com os dados de treinamento, com um valor de AUC maior que 0,90. Verificou-se que a distribuição de nicho das espécies mexicanas de Guadua é influenciada principalmente pela altitude (ELEV), por isso são encontradas em áreas próximas às regiões costeiras. Da mesma forma, a precipitação anual (BIO12) destacou-se na definição da distribuição deste gênero, assim como a evapotranspiração (ETP) e a temperatura média anual (BIO1). Isso foi independente dos três arranjos de variáveis ambientais que foram testados.Universidade Federal de Santa Maria2024-03-27info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://periodicos.ufsm.br/cienciaflorestal/article/view/8379210.5902/1980509883792Ciência Florestal; Vol. 34 No. 1 (2024): Publicação Contínua; e83792Ciência Florestal; v. 34 n. 1 (2024): Publicação Contínua; e837921980-50980103-9954reponame:Ciência Florestal (Online)instname:Universidade Federal de Santa Maria (UFSM)instacron:UFSMenghttps://periodicos.ufsm.br/cienciaflorestal/article/view/83792/63460Copyright (c) 2024 Ciência Florestalhttp://creativecommons.org/licenses/by-nc/4.0info:eu-repo/semantics/openAccessFlores-Garnica, José GermánOrozco-Gutiérrez, GabrielaRamírez-Ojeda, GabrielaRuiz-Sanchez, Eduardo2024-03-27T16:41:25Zoai:ojs.pkp.sfu.ca:article/83792Revistahttp://www.ufsm.br/cienciaflorestal/ONGhttps://old.scielo.br/oai/scielo-oai.php||cienciaflorestal@ufsm.br|| cienciaflorestal@gmail.com|| cf@smail.ufsm.br1980-50980103-9954opendoar:2024-03-27T16:41:25Ciência Florestal (Online) - Universidade Federal de Santa Maria (UFSM)false
dc.title.none.fl_str_mv Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables
Distribuição potencial do bambu Guadua no México, com base em três conjuntos de variáveis ambientais
title Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables
spellingShingle Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables
Flores-Garnica, José Germán
Maximum entropy
Omission/commission curves
Permutation importance
Entropia máxima
Curvas de salto/comissão
Importância da permutação
title_short Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables
title_full Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables
title_fullStr Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables
title_full_unstemmed Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables
title_sort Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables
author Flores-Garnica, José Germán
author_facet Flores-Garnica, José Germán
Orozco-Gutiérrez, Gabriela
Ramírez-Ojeda, Gabriela
Ruiz-Sanchez, Eduardo
author_role author
author2 Orozco-Gutiérrez, Gabriela
Ramírez-Ojeda, Gabriela
Ruiz-Sanchez, Eduardo
author2_role author
author
author
dc.contributor.author.fl_str_mv Flores-Garnica, José Germán
Orozco-Gutiérrez, Gabriela
Ramírez-Ojeda, Gabriela
Ruiz-Sanchez, Eduardo
dc.subject.por.fl_str_mv Maximum entropy
Omission/commission curves
Permutation importance
Entropia máxima
Curvas de salto/comissão
Importância da permutação
topic Maximum entropy
Omission/commission curves
Permutation importance
Entropia máxima
Curvas de salto/comissão
Importância da permutação
description The environmental conditions of Mexico allow the presence of several species of bamboo, where commercial uses have diversified due to their rapid growth and characteristics. The Mexican Guaduas are specimens with exemplary structural characteristics, however, there is no cartographic information in Mexico that allows locating and sizing the areas where bamboo species are located or can be located, which restricts decision making for commercial forest plantations. Therefore, it is intended to determine the probability of occurrence of the 7 species of this genus of bamboo, based on the maximum entropy approach and three arrangements of 21 environmental variables, for which 478 presence records were used. All generated models defined a good fit with the training data, with an AUC value greater than 0.90. It was found that the niche distribution of Guadua mexicana species is mainly influenced by altitude (ELEV), so they are found in areas close to coastal regions. Likewise, in defining the distribution of this genus, annual precipitation (BIO12), evapotranspiration (ETP) and average annual temperature (BIO1) stood out. This was independent of the three arrangements of environmental variables that were tested.
publishDate 2024
dc.date.none.fl_str_mv 2024-03-27
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
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dc.identifier.uri.fl_str_mv https://periodicos.ufsm.br/cienciaflorestal/article/view/83792
10.5902/1980509883792
url https://periodicos.ufsm.br/cienciaflorestal/article/view/83792
identifier_str_mv 10.5902/1980509883792
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://periodicos.ufsm.br/cienciaflorestal/article/view/83792/63460
dc.rights.driver.fl_str_mv Copyright (c) 2024 Ciência Florestal
http://creativecommons.org/licenses/by-nc/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2024 Ciência Florestal
http://creativecommons.org/licenses/by-nc/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Federal de Santa Maria
publisher.none.fl_str_mv Universidade Federal de Santa Maria
dc.source.none.fl_str_mv Ciência Florestal; Vol. 34 No. 1 (2024): Publicação Contínua; e83792
Ciência Florestal; v. 34 n. 1 (2024): Publicação Contínua; e83792
1980-5098
0103-9954
reponame:Ciência Florestal (Online)
instname:Universidade Federal de Santa Maria (UFSM)
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reponame_str Ciência Florestal (Online)
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repository.name.fl_str_mv Ciência Florestal (Online) - Universidade Federal de Santa Maria (UFSM)
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