Articles | Volume 25, issue 11
https://doi.org/10.5194/nhess-25-4713-2025
https://doi.org/10.5194/nhess-25-4713-2025
Research article
 | 
28 Nov 2025
Research article |  | 28 Nov 2025

Assessing human-caused wildfire ignition likelihood across Europe

Pere Joan Gelabert, Adrián Jiménez-Ruano, Clara Ochoa, Fermín Alcasena, Johan Sjöström, Christopher Marrs, Luís Mário Ribeiro, Palaiologos Palaiologou, Carmen Bentué Martínez, Emilio Chuvieco, Cristina Vega-García, and Marcos Rodrigues

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Cited articles

Alcasena, F., Rodrigues, M., Gelabert, P., Ager, A., Salis, M., Ameztegui, A., Cervera, T., and Vega-García, C.: Fostering carbon credits to finance wildfire risk reduction forest management in mediterranean landscapes, Land, 10, 1104, https://doi.org/10.3390/land10101104, 2021. 
Aragoneses, E., García, M., Salis, M., Ribeiro, L. M., and Chuvieco, E.: Classification and mapping of European fuels using a hierarchical, multipurpose fuel classification system, Earth Syst. Sci. Data, 15, 1287–1315, https://doi.org/10.5194/essd-15-1287-2023, 2023. 
Badia, A., Serra, P., and Modugno, S.: Identifying dynamics of fire ignition probabilities in two representative Mediterranean wildland-urban interface areas, Appl. Geogr., 31, 930–940, https://doi.org/10.1016/j.apgeog.2011.01.016, 2011. 
Bar-Massada, A., Alcasena, F., Schug, F., and Radeloff, V. C.: The wildland – urban interface in Europe: Spatial patterns and associations with socioeconomic and demographic variables, Landscape Urban Plan., 235, 104759, https://doi.org/10.1016/j.landurbplan.2023.104759, 2023. 
Behrens, T., Schmidt, K., Viscarra Rossel, R. A., Gries, P., Scholten, T., and MacMillan, R. A.: Spatial modelling with Euclidean distance fields and machine learning, Eur. J. Soil Sci., 69, 757–770, https://doi.org/10.1111/ejss.12687, 2018. 
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Short summary
Wildfires threaten ecosystems and communities across Europe. Our study developed models to predict where and why these ignitions occur in different European environments. We found that weather anomalies and human factors, like proximity to urban areas and roads, are key drivers. Using Machine Learning our models achieved strong predictive accuracy. These insights help design better wildfire prevention strategies, ensuring safer landscapes and communities as fire risks grow with climate change.
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