Abstract
The Atlantic Rainforest biome, where fire events were originally less frequent, is now increasingly at risk of burning due to anthropogenic influences on the climate and landscape. Identifying fire patterns and their leading causes in tropical forests is essential to improve prevention and fire management. We applied a filtering algorithm to remove redundant heat signals from the National Institute for Space Research (INPE) fire foci database, generate fire density maps after validating the data, and build Random forest (RF) regression models to identify fire risk and the variables that best explain the fire patterns. Results showed high redundancy of heat signals and that the minimum detection size for fire scars was lower for forests than other land covers. Mean annual temperature higher than 22ºC was associated with a high risk of fire and tree cover greater than 80% with low fire risk. Our study reveals a fire pattern that can expose the last remnants of the Atlantic Rainforest in Rio de Janeiro to fire, including inside Protected Areas.
The redundance in the fire foci dataset was ∼46%;
Protected areas have alarmingly high densities of heat signals compared to the unprotected landscape;
The minimum fire scar size detected was lower for forests than agriculture or grasslands land cover;
Temperature higher than 22 °C was an important threshold to determine fire risk;
High tree cover (>80%) characterized areas with the lowest densities of heat signals.
Highlights
Funding
We thank the Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro (FAPERJ) for the financial support within the Grant no. E-26/202.348 2015 Bolsas de Iniciação Científica (IC) for the financial support that made this project possible and the Federal Rural University of Rio de Janeiro and the University of Northern British Columbia, where the study was developed.
CRediT authorship contribution statement
Luizmar de A. Barros: Conceptualization, Data analysis and Statistics, Writing - Original Draft, Writing - Review & Editing. Bruno Araujo Furtado de Mendonça: Conceptualization, Writing - Review & Editing, Funding acquisition. Camile Sothe: Writing - Review & Editing. Elpidio Inácio Fernandes Filho: Methods, Writing - Review & Editing. Ché Elkin: Writing - Review & Editing.
Disclosure statement
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Data availability statement
The data that supports the findings of this study are available from the corresponding author, De Assis Barros, L., upon reasonable request.
Additional information
Notes on contributors
Bruno Araujo Furtado de Mendonça
Luizmar de A. Barros: Conceptualization, Data analysis and Statistics, Writing - Original Draft, Writing - Review & Editing. Bruno Araujo Furtado de Mendonça: Conceptualization, Writing - Review & Editing, Funding acquisition. Camile Sothe: Writing - Review & Editing. Elpidio Inácio Fernandes Filho: Methods, Writing - Review & Editing. Ché Elkin: Writing - Review & Editing.
Camile Sothe
Luizmar de A. Barros: Conceptualization, Data analysis and Statistics, Writing - Original Draft, Writing - Review & Editing. Bruno Araujo Furtado de Mendonça: Conceptualization, Writing - Review & Editing, Funding acquisition. Camile Sothe: Writing - Review & Editing. Elpidio Inácio Fernandes Filho: Methods, Writing - Review & Editing. Ché Elkin: Writing - Review & Editing.
Elpidio Inácio Fernandes Filho
Luizmar de A. Barros: Conceptualization, Data analysis and Statistics, Writing - Original Draft, Writing - Review & Editing. Bruno Araujo Furtado de Mendonça: Conceptualization, Writing - Review & Editing, Funding acquisition. Camile Sothe: Writing - Review & Editing. Elpidio Inácio Fernandes Filho: Methods, Writing - Review & Editing. Ché Elkin: Writing - Review & Editing.
Ché Elkin
Luizmar de A. Barros: Conceptualization, Data analysis and Statistics, Writing - Original Draft, Writing - Review & Editing. Bruno Araujo Furtado de Mendonça: Conceptualization, Writing - Review & Editing, Funding acquisition. Camile Sothe: Writing - Review & Editing. Elpidio Inácio Fernandes Filho: Methods, Writing - Review & Editing. Ché Elkin: Writing - Review & Editing.