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Leveraging epidemic network models towards wildfire resilience

Wildfires have increased in frequency and intensity due to climate change and have had severe impacts on the built environment worldwide. Moving forward, models should take inspiration from epidemic network modeling to predict damage to individual buildings and understand the impact of different mitigations on the community vulnerability in a network setting.

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Fig. 1: Treatment of community wildfire as a computational network flow problem.

References

  1. Spreading Like Wildfire: The Rising Threat of Extraordinary Landscape Fires (UN Environment Programme, 2022); https://wedocs.unep.org/20.500.11822/38372

  2. Zuzak, C. et al. National Risk Index Technical Documentation (Federal Emergency Management Agency, 2023).

  3. Mahmoud, H. Nature 620, 923 (2023).

    Article 

    Google Scholar 

  4. Calkin, D. et al. PNAS 111, 746–751 (2014).

    Article 

    Google Scholar 

  5. Finney, M. A. FARSIRE: Fire Area Simulator-Model Development and Evaluation (Rocky Mountain Research Station, Forest Service, US Department of Agriculture, 2004).

  6. Tolhurst, K. G. et al. Aust. J. Emerg. Manag. 23, 47–54 (2008).

    Google Scholar 

  7. Efstathiou, G. et al. Fire Saf. J. 138, 103795 (2023).

    Article 

    Google Scholar 

  8. Szasdi-Bardales, F. et al. Fire Saf. J. 143, 104076 (2024).

    Article 

    Google Scholar 

  9. Tsang, T. W. et al. J. Build. Eng. 63, 105533 (2023).

    Article 

    Google Scholar 

  10. How to protect yourself and others. The Center for Disease Control and Prevention (accessed 15 October 2023); https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/prevention.html

  11. Hassan, E. & Mahmoud, H. Nat. Commun. 12, 1338 (2021).

    Article 

    Google Scholar 

  12. Mollison, D. J. R. Stat. Soc. 39, 283–326 (1977).

    MathSciNet 

    Google Scholar 

  13. Chulahwat, A. et al. Sci. Rep. 12, 15954 (2022).

    Article 

    Google Scholar 

  14. Standard for Reducing Structure Ignition Hazards from Wildland Fire NFPA 1144 (National Fire Protection Association, 2018).

  15. Cohen, J. & Saveland, J. Fire Manag. Notes 57, 19–23 (1997).

    Google Scholar 

Download references

Acknowledgements

The work was made possible by the generous funding from the Gordon and Betty Moore Foundation under award no. 11994. The content expressed in this paper is the views of the author and does not necessarily represent the opinions or views of the Gordon and Betty Moore Foundation. H.M. developed the concept and wrote the paper.

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  1. Department of Civil and Environmental Engineering, Colorado State University, Fort Collins, CO, USA

    Hussam Mahmoud

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  1. Hussam Mahmoud
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: Nature Computational Science thanks Jiafu Mao and the other, anonymous, reviewer(s) for their contribution to the peer review of this work.

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Mahmoud, H. Leveraging epidemic network models towards wildfire resilience.
Nat Comput Sci (2024). https://doi.org/10.1038/s43588-024-00619-2

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  • Published: 12 April 2024

  • DOI: https://doi.org/10.1038/s43588-024-00619-2

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