Articles | Volume 23, issue 9
https://doi.org/10.5194/nhess-23-2937-2023
https://doi.org/10.5194/nhess-23-2937-2023
Research article
 | 
06 Sep 2023
Research article |  | 06 Sep 2023

Fire risk modeling: an integrated and data-driven approach applied to Sicily

Alba Marquez Torres, Giovanni Signorello, Sudeshna Kumar, Greta Adamo, Ferdinando Villa, and Stefano Balbi

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Cited articles

Ager, A. and Finney, M. A.: Climate change impact on fire probability and severity in Mediterranean areas, in: Proceedings of the VI International Conference on Forest Fire Research, 15–18 November 2010, University of Coimbra Viegas, Coimbra, Portugal, p. 9, https://www.fs.usda.gov/research/treesearch/39345, last access: 30 August 2023), U.S. Department of Agriculture, 2010. 
Aguilera, P. A., Fernández, A., Fernández, R., Rumí, R., and Salmerón, A.: Bayesian networks in environmental modelling, Environ. Model. Softw., 26, 1376–1388, https://doi.org/10.1016/j.envsoft.2011.06.004, 2011. 
Aldersley, A., Murray, S. J., and Cornell, S. E.: Global and regional analysis of climate and human drivers of wildfire, Sci. Total Environ., 409, 3472–3481, https://doi.org/10.1016/j.scitotenv.2011.05.032, 2011. 
Angelini, P., Bianco, P., Cardillo, A., Francescato, C., and Oriolo, G.: Gli habitat in Carta della Natura – schede descrittive degli habitat per la cartografia alla scala 1:50.000, ISPRA – Istituto Superiore per la Protezione e la Ricerca Ambientale, ISBN 978-88-448-0382-7, 2009. 
Antrop, M.: Why landscapes of the past are important for the future, Landsc. Urban Plan., 70, 21–34, https://doi.org/10.1016/j.landurbplan.2003.10.002, 2005. 
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Short summary
Only by mapping fire risks can we manage forest and prevent fires under current and future climate conditions. We present a fire risk map based on k.LAB, artificial-intelligence-powered and open-source software integrating multidisciplinary knowledge in near real time. Through an easy-to-use web application, we model the hazard with 84 % accuracy for Sicily, a representative Mediterranean region. Fire risk analysis reveals 45 % of vulnerable areas face a high probability of danger in 2050.
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