Potential distribution of Guadua bamboo in Mexico, based on three arrays of environmental variables
Autor(a) principal: | |
---|---|
Data de Publicação: | 2024 |
Outros Autores: | , , |
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. |
id |
UFSM-6_dd5a25ccfa95dfc1fae81aed88a7f165 |
---|---|
oai_identifier_str |
oai:ojs.pkp.sfu.ca:article/83792 |
network_acronym_str |
UFSM-6 |
network_name_str |
Ciência Florestal (Online) |
repository_id_str |
|
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 |
format |
article |
status_str |
publishedVersion |
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) instacron:UFSM |
instname_str |
Universidade Federal de Santa Maria (UFSM) |
instacron_str |
UFSM |
institution |
UFSM |
reponame_str |
Ciência Florestal (Online) |
collection |
Ciência Florestal (Online) |
repository.name.fl_str_mv |
Ciência Florestal (Online) - Universidade Federal de Santa Maria (UFSM) |
repository.mail.fl_str_mv |
||cienciaflorestal@ufsm.br|| cienciaflorestal@gmail.com|| cf@smail.ufsm.br |
_version_ |
1799944124260941824 |