Cargando…

A spatio-temporal analysis of fire occurrence patterns in the Brazilian Amazon

Wildfires in the Amazon significantly impact the forest structure and carbon cycle. Understanding the patterns of fire occurrence is crucial for effective management. A novel spatio-temporal point process framework was used to analyze changes in fire occurrence patterns in the Brazilian Amazon. A dy...

Descripción completa

Detalles Bibliográficos
Autores principales: Valente, Fernanda, Laurini, Márcio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10404243/
https://www.ncbi.nlm.nih.gov/pubmed/37543631
http://dx.doi.org/10.1038/s41598-023-39875-z
_version_ 1785085255341834240
author Valente, Fernanda
Laurini, Márcio
author_facet Valente, Fernanda
Laurini, Márcio
author_sort Valente, Fernanda
collection PubMed
description Wildfires in the Amazon significantly impact the forest structure and carbon cycle. Understanding the patterns of fire occurrence is crucial for effective management. A novel spatio-temporal point process framework was used to analyze changes in fire occurrence patterns in the Brazilian Amazon. A dynamic representation of a Log Gaussian Cox process was used to model the intensity function, which was decomposed into trend, seasonality, cycles, covariates, and spatial effects. The results show a marked decrease in long-term fire occurrence movements between the start of the sample and 2012, followed by an increase until the end of the sample, attributed to governance measures and market mechanisms. Spatial variability of fire occurrence rates in the Brazilian Amazon was successfully captured, with regions having more dry seasons experiencing higher fire occurrence rates. This analysis provides valuable insights into fire occurrence patterns in the Amazon region and the factors driving them.
format Online
Article
Text
id pubmed-10404243
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-104042432023-08-07 A spatio-temporal analysis of fire occurrence patterns in the Brazilian Amazon Valente, Fernanda Laurini, Márcio Sci Rep Article Wildfires in the Amazon significantly impact the forest structure and carbon cycle. Understanding the patterns of fire occurrence is crucial for effective management. A novel spatio-temporal point process framework was used to analyze changes in fire occurrence patterns in the Brazilian Amazon. A dynamic representation of a Log Gaussian Cox process was used to model the intensity function, which was decomposed into trend, seasonality, cycles, covariates, and spatial effects. The results show a marked decrease in long-term fire occurrence movements between the start of the sample and 2012, followed by an increase until the end of the sample, attributed to governance measures and market mechanisms. Spatial variability of fire occurrence rates in the Brazilian Amazon was successfully captured, with regions having more dry seasons experiencing higher fire occurrence rates. This analysis provides valuable insights into fire occurrence patterns in the Amazon region and the factors driving them. Nature Publishing Group UK 2023-08-05 /pmc/articles/PMC10404243/ /pubmed/37543631 http://dx.doi.org/10.1038/s41598-023-39875-z Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Valente, Fernanda
Laurini, Márcio
A spatio-temporal analysis of fire occurrence patterns in the Brazilian Amazon
title A spatio-temporal analysis of fire occurrence patterns in the Brazilian Amazon
title_full A spatio-temporal analysis of fire occurrence patterns in the Brazilian Amazon
title_fullStr A spatio-temporal analysis of fire occurrence patterns in the Brazilian Amazon
title_full_unstemmed A spatio-temporal analysis of fire occurrence patterns in the Brazilian Amazon
title_short A spatio-temporal analysis of fire occurrence patterns in the Brazilian Amazon
title_sort spatio-temporal analysis of fire occurrence patterns in the brazilian amazon
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10404243/
https://www.ncbi.nlm.nih.gov/pubmed/37543631
http://dx.doi.org/10.1038/s41598-023-39875-z
work_keys_str_mv AT valentefernanda aspatiotemporalanalysisoffireoccurrencepatternsinthebrazilianamazon
AT laurinimarcio aspatiotemporalanalysisoffireoccurrencepatternsinthebrazilianamazon
AT valentefernanda spatiotemporalanalysisoffireoccurrencepatternsinthebrazilianamazon
AT laurinimarcio spatiotemporalanalysisoffireoccurrencepatternsinthebrazilianamazon