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    Author(s): Ashley E. Van BeusekomWilliam A. Gould; A. Carolina Monmany; Azad Henareh Khalyani; Maya Quiñones; Stephen J. Fain; Maria José Andrade-Núñez; Grizelle González
    Date: 2018
    Source: Climatic Change
    Publication Series: Scientific Journal (JRNL)
    Station: International Institute of Tropical Forestry
    PDF: View PDF  (4.0 MB)

    Description

    Abstract Assessing the relationships between weather patterns and the likelihood of fire occurrence in the Caribbean has not been as central to climate change research as in temperate regions, due in part to the smaller extent of individual fires. However, the cumulative effect of small frequent fires can shape large landscapes, and fire-prone ecosystems are abundant in the tropics. Climate change has the potential to greatly expand fire-prone areas to moist and wet tropical forests and grasslands that have been traditionally less fire-prone, and to extend and create more temporal variability in fire seasons. We built a machine learning random forest classifier to analyze the relationship between climatic, socio-economic, and fire history data with fire occurrence and extent for the years 2003–2011 in Puerto Rico, nearly 35,000 fires. Using classifiers based on climate measurements alone, we found that the climate space is a reliable associate, if not a predictor, of fire occurrence and extent in this environment. We found a strong relationship between occurrence and a change from average weather conditions, and between extent and severity of weather conditions. The probability that the random forest classifiers will rank a positive example higher than a negative example is 0.8–0.89 in the classifiers for deciding if a fire occurs, and 0.64–0.69 in the classifiers for deciding if the fire is greater than 5 ha. Future climate projections of extreme seasons indicate increased potential for fire occurrence with larger extents.

    Publication Notes

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    • This article was written and prepared by U.S. Government employees on official time, and is therefore in the public domain.

    Citation

    Van Beusekom, Ashley E.; Gould, William A.; Monmany, A. Carolina; Khalyani, Azad Henareh; Quiñones, Maya; Fain, Stephen J.; Andrade-Núñez, Maria José; González, Grizelle. 2018. Fire weather and likelihood: characterizing climate space for fire occurrence and extent in Puerto Rico. Climatic Change. 146:117–131. https://doi.org/10.1007/s10584-017-2045-6.

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    Keywords

    fire, fire occurrence, weather, modeling, fire-prone ecosystems, tropical forests

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https://www.fs.usda.gov/treesearch/pubs/55380