Environmental suitability modeling in the identification of potential sites for dendrochronological data collection
Currently, few studies involve spatial modeling of the environment where trees grow in the identification of potential sites for dendrochronological data collection in Mexico. The present study aimed to model the environmental suitability to identify potential sites for dendrochronological data coll...
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Aineistotyyppi: | Online |
Kieli: | spa |
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Instituto de Ecología, A.C.
2023
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Linkit: | https://myb.ojs.inecol.mx/index.php/myb/article/view/2464 |
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author | Manzanilla Quiñones, Ulises Delgado-Valerio, Patricia Pedraza-Santos, Martha Elena Molina-Sánchez, Agustín |
author_facet | Manzanilla Quiñones, Ulises Delgado-Valerio, Patricia Pedraza-Santos, Martha Elena Molina-Sánchez, Agustín |
author_sort | Manzanilla Quiñones, Ulises |
collection | MYB |
description | Currently, few studies involve spatial modeling of the environment where trees grow in the identification of potential sites for dendrochronological data collection in Mexico. The present study aimed to model the environmental suitability to identify potential sites for dendrochronological data collection of Pinaceae from Michoacán, Mexico. Based on records from the Global Biodiversity Information Facility (GBIF) and the herbarium of the Institute of Biology (MEXU) of the National Autonomous University of Mexico (UNAM), field observations and biophysical variables, the environmental suitability of 15 Pinaceae from Michoacán was modeled. From the total data, 75% was used to train and 25% to validate the models in MaxEnt. The evaluation of the models was performed using AUC, partial-area ROC (partial Roc), and Z tests. Potential sites were identified by locating the areas predicted by the models within the municipalities and natural protected areas of Michoacán. The results of the AUC, partial Roc and Z tests presented good and reliable performance (p < 0.01). The variables that most influenced the identification of potential sites for dendrochronological data collection were Bio7, Bio17, Bio19, Bio16 and Bio8. The estimated areas of environmental suitability ranged from 753.97 to 166 689.35 ha. Besides, 12 of 15 species are in Tancítaro, Uruapan, and Nuevo Parangaricutiro, specifically within the Pico de Tancítaro, where there is a potential of nine species. This proposal intends to use the potential distribution models as an auxiliary tool in the identification of potential sites for dendrochronological data collection. |
format | Online |
id | oai:oai.myb.ojs.inecol.mx:article-2464 |
institution | Madera y Bosques |
language | spa |
publishDate | 2023 |
publisher | Instituto de Ecología, A.C. |
record_format | ojs |
spelling | oai:oai.myb.ojs.inecol.mx:article-24642024-02-17T01:06:03Z Environmental suitability modeling in the identification of potential sites for dendrochronological data collection Modelado de idoneidad ambiental en la identificación de sitios potenciales para la toma de datos dendrocronológicos Manzanilla Quiñones, Ulises Delgado-Valerio, Patricia Pedraza-Santos, Martha Elena Molina-Sánchez, Agustín análisis espacial bosques templados dendrocronología distribución potencial nicho ecológico variables ambientales spatial analysis temperate forests dendrochronology potential distribution ecological niche environmental variables Currently, few studies involve spatial modeling of the environment where trees grow in the identification of potential sites for dendrochronological data collection in Mexico. The present study aimed to model the environmental suitability to identify potential sites for dendrochronological data collection of Pinaceae from Michoacán, Mexico. Based on records from the Global Biodiversity Information Facility (GBIF) and the herbarium of the Institute of Biology (MEXU) of the National Autonomous University of Mexico (UNAM), field observations and biophysical variables, the environmental suitability of 15 Pinaceae from Michoacán was modeled. From the total data, 75% was used to train and 25% to validate the models in MaxEnt. The evaluation of the models was performed using AUC, partial-area ROC (partial Roc), and Z tests. Potential sites were identified by locating the areas predicted by the models within the municipalities and natural protected areas of Michoacán. The results of the AUC, partial Roc and Z tests presented good and reliable performance (p < 0.01). The variables that most influenced the identification of potential sites for dendrochronological data collection were Bio7, Bio17, Bio19, Bio16 and Bio8. The estimated areas of environmental suitability ranged from 753.97 to 166 689.35 ha. Besides, 12 of 15 species are in Tancítaro, Uruapan, and Nuevo Parangaricutiro, specifically within the Pico de Tancítaro, where there is a potential of nine species. This proposal intends to use the potential distribution models as an auxiliary tool in the identification of potential sites for dendrochronological data collection. Actualmente, existen pocos estudios que involucran el modelamiento espacial del ambiente donde crecen los árboles en la identificación de sitios potenciales para la toma de datos dendrocronológicos en México. El presente estudio se encargó de modelar la idoneidad ambiental con la finalidad de identificar sitios potenciales para la toma de datos dendrocronológicos de pináceas de Michoacán, México. A partir de registros de Global Biodiversity Information Facility (GBIF) y del herbario del Instituto de Biología (MEXU) de la Universidad Nacional Autónoma de México, de observaciones de campo y de variables biofísicas, se modeló la idoneidad ambiental de 15 pináceas de Michoacán. Del total de los datos, 75% se emplearon para entrenar y 25% para validar los modelos en MaxEnt. La evaluación de los modelos se realizó mediante las pruebas de AUC, Roc parcial y Z. La identificación de los sitios potenciales se efectuó mediante la localización de las áreas predichas por los modelos dentro de los municipios y las áreas naturales protegidas de Michoacán. Los resultados de las pruebas AUC, Roc parcial y Z presentaron un desempeño bueno y confiable (p < 0.01). Las variables que más influyeron en la identificación de los sitios potenciales para la toma de datos dendrocronológicos fueron Bio7, Bio17, Bio19, Bio16 y Bio8. Las superficies estimadas de idoneidad ambiental fueron de 753.97 ha a 166 689.35 ha. Doce de quince especies se localizan en Tancítaro, Uruapan y Nuevo Parangaricutiro, específicamente dentro del Pico de Tancítaro, donde se tiene un potencial de nueve especies. La presente propuesta pretende emplear los modelos de distribución potencial como una herramienta auxiliar en la identificación de sitios potenciales para la toma de datos dendrocronológicos. Instituto de Ecología, A.C. 2023-02-16 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion Artículo evaluado por pares application/pdf text/xml https://myb.ojs.inecol.mx/index.php/myb/article/view/2464 10.21829/myb.2023.2912464 Madera y Bosques; Vol. 29 No. 1 (2023): Spring 2023; e2912464 Madera y Bosques; Vol. 29 Núm. 1 (2023): Primavera 2023; e2912464 2448-7597 1405-0471 spa https://myb.ojs.inecol.mx/index.php/myb/article/view/2464/2428 https://myb.ojs.inecol.mx/index.php/myb/article/view/2464/2500 10.21829/myb.2019.253895 10.21829/myb.2019.2531139 http://creativecommons.org/licenses/by-nc-sa/4.0 |
spellingShingle | Manzanilla Quiñones, Ulises Delgado-Valerio, Patricia Pedraza-Santos, Martha Elena Molina-Sánchez, Agustín Environmental suitability modeling in the identification of potential sites for dendrochronological data collection |
title | Environmental suitability modeling in the identification of potential sites for dendrochronological data collection |
title_full | Environmental suitability modeling in the identification of potential sites for dendrochronological data collection |
title_fullStr | Environmental suitability modeling in the identification of potential sites for dendrochronological data collection |
title_full_unstemmed | Environmental suitability modeling in the identification of potential sites for dendrochronological data collection |
title_short | Environmental suitability modeling in the identification of potential sites for dendrochronological data collection |
title_sort | environmental suitability modeling in the identification of potential sites for dendrochronological data collection |
url | https://myb.ojs.inecol.mx/index.php/myb/article/view/2464 |
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