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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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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 |
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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 |
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