Register      Login
International Journal of Wildland Fire International Journal of Wildland Fire Society
Journal of the International Association of Wildland Fire
RESEARCH ARTICLE (Open Access)

Evaluating wildfire vulnerability of Mediterranean dwellings using fuzzy logic applied to expert judgement

Alba Àgueda https://orcid.org/0000-0001-5021-8014 A * , Pascale Vacca https://orcid.org/0000-0001-5863-1030 A , Eulalia Planas https://orcid.org/0000-0002-7053-3959 A and Elsa Pastor https://orcid.org/0000-0002-2985-3635 A
+ Author Affiliations
- Author Affiliations

A Department of Chemical Engineering, Centre for Technological Risk Studies, Universitat Politècnica de Catalunya–BarcelonaTech, Barcelona, Spain. Email: pascale.vacca@upc.edu, eulalia.planas@upc.edu, elsa.pastor@upc.edu

* Correspondence to: alba.agueda@upc.edu

International Journal of Wildland Fire 32(6) 1011-1029 https://doi.org/10.1071/WF22134
Submitted: 1 July 2022  Accepted: 10 May 2023   Published: 6 June 2023

© 2023 The Author(s) (or their employer(s)). Published by CSIRO Publishing on behalf of IAWF. This is an open access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND)

Abstract

Background: Wildland–urban interface (WUI) fires pose great challenges to firefighting services and there is a growing need for self-protection and the creation of fire-adapted communities.

Aim: A tool that can aid homeowners and residents of the Mediterranean WUI was created so that they can identify vulnerabilities present on their properties and consequently reduce them in order to reduce the risk of fires igniting dwellings.

Methods: This Vulnerability Assessment Tool is based on a fault tree analysis that includes possible structural vulnerabilities as well as the different ways a fire could spread on a property to finally enter and ignite a dwelling. The probabilities of the different events are obtained from fuzzy preferences of WUI experts.

Key results: Our system was tested against real-world data taken from two WUI fires that occurred in 2021 and 2022 in Spain in which several dwellings were affected, with different degrees of damage (minor to major losses).

Conclusions: The tool is able to show the vulnerabilities of the properties and to account for differences in building characteristics and vegetation management at the parcel scale.

Implications: A planned use of this tool would be key to improving fire resilience at the community level.

Keywords: experts poll, fire risk awareness, fire vulnerability index, fuel management, fuzzy inference system, homeowners, probability of failure, wildland–urban interface.


References

Australian Standards (2018) AS 3959: Construction of buildings in bushfire-prone areas.

Autoridade Florestal National (2008) Gestão de Combustíveis Para Protecção de Edificações - Manual. Available at https://fogos.icnf.pt/sgif2010/InformacaoPublicaDados/gestao_comb_final.pdf [accessed 30 June 2022] [In Portuguese]

Cal Fire (2022) Defensible Space. Available at https://www.fire.ca.gov/programs/communications/defensible-space-prc-4291/

California Building Standards Commission (2019) Chapter 7A - Materials and construction methods for exterior wildfire exposure. In ‘California Building Code, Title 24, Part 2. pp. 205-304. (International Code Council, Inc)

Calkin DE, Cohen JD, Finney MA, Thompson MP (2014) How risk management can prevent future wildfire disasters in the wildland–urban interface. Proceedings of the National Academy of Sciences 111, 746–751.
How risk management can prevent future wildfire disasters in the wildland–urban interface.Crossref | GoogleScholarGoogle Scholar |

Caton SE, Hakes RSP, Gorham DJ, Zhou A, Gollner MJ (2017) Review of Pathways for Building Fire Spread in the Wildland–Urban Interface Part I: Exposure Conditions. Fire Technology 53, 429–473.
Review of Pathways for Building Fire Spread in the Wildland–Urban Interface Part I: Exposure Conditions.Crossref | GoogleScholarGoogle Scholar |

Cohen JD (2000) Preventing Disaster: Home Ignitability in the Wildland–Urban Interface. Journal of Forestry 98, 15–21. Available at https://www.fs.usda.gov/rm/pubs_other/rmrs_2000_cohen_j002.pdf [accessed 30 June 2022]

Darbra RM, Demichela M, Murè S (2008) Preliminary risk assessment of ecotoxic substances accidental releases in major risk installations through fuzzy logic. Process Safety and Environmental Protection 86, 103–111.
Preliminary risk assessment of ecotoxic substances accidental releases in major risk installations through fuzzy logic.Crossref | GoogleScholarGoogle Scholar |

Dossi S, Messerschmidt B, Ribeiro LM, Almeida M, Rein G (2022) Relationships between building features and wildfire damage in California, USA, and Pedrógão Grande, Portugal. International Journal of Wildland Fire 32, 296–312.
Relationships between building features and wildfire damage in California, USA, and Pedrógão Grande, Portugal.Crossref | GoogleScholarGoogle Scholar |

Drescher M, Edwards RC (2018) A systematic review of transparency in the methods of expert knowledge use. Journal of Applied Ecology 56, 436–449.
A systematic review of transparency in the methods of expert knowledge use.Crossref | GoogleScholarGoogle Scholar |

Drescher M, Perera AH, Johnson CJ, Buse LJ, Drew CA, Burgman MA (2013) Toward rigorous use of expert knowledge in ecological research. Ecosphere 4, 83
Toward rigorous use of expert knowledge in ecological research.Crossref | GoogleScholarGoogle Scholar |

FireSmart Canada (2020) FireSmart Home Ignition Zone Assessment Score Card. Available at https://firesmartbc.ca/wp-content/uploads/2021/04/FSC-CRI-Home-Ignition-Zone-Assessment-Score-Card-Fillable.pdf

Ganteaume A, Barbero R, Jappiot M, Maillé E (2021) Understanding future changes to fires in southern Europe and their impacts on the wildland–urban interface. Journal of Safety Science and Resilience 2, 20–29.
Understanding future changes to fires in southern Europe and their impacts on the wildland–urban interface.Crossref | GoogleScholarGoogle Scholar |

Generalitat de Catalunya (2005) Decret 123/2005, de 14 de juny, de mesures de prevenció dels incendis forestals en les urbanitzacions sense continuïtat immediata amb la trama urbana. Available at https://portaljuridic.gencat.cat/ca/document-del-pjur/?documentId=384053 [In Catalan]

Generalitat de Catalunya (2019) Protegeos de los incendios forestales. Pla INFOCAT. Available at https://interior.gencat.cat/web/.content/home/030_arees_dactuacio/proteccio_civil/consells_autoproteccio_emergencies/incendi_del_bosc/documents/llibret_incendis_forestals_cast.pdf [In Spanish]

Government of Alberta (2013) FireSmart Guidebook for Community Protection: A Guidebook for Wildland/Urban Interface Communities. Available at http://wildfire.alberta.ca/firesmart/documents/FireSmart-GuideCommunityProtection-Nov2013.pdf

Hakes RSP, Caton SE, Gorham DJ, Gollner MJ (2017) A Review of Pathways for Building Fire Spread in the Wildland–Urban Interface Part II: Response of Components and Systems and Mitigation Strategies in the United States. Fire Technology 53, 475–515.
A Review of Pathways for Building Fire Spread in the Wildland–Urban Interface Part II: Response of Components and Systems and Mitigation Strategies in the United States.Crossref | GoogleScholarGoogle Scholar |

International Code Council (2021) International Wildland–Urban Interface Code (IWUIC). Available at https://codes.iccsafe.org/content/IWUIC2021P1

Intini P, Ronchi E, Gwynne S, Bénichou N (2019) Guidance on Design and Construction of the Built Environment Against Wildland–Urban Interface Fire Hazard: A Review. Fire Technology 56, 1853–1883.
Guidance on Design and Construction of the Built Environment Against Wildland–Urban Interface Fire Hazard: A Review.Crossref | GoogleScholarGoogle Scholar |

Legifrance (2021) Code forestier. Available at https://www.legifrance.gouv.fr/codes/section_lc/LEGITEXT000025244092/LEGISCTA000025245889/#LEGISCTA000025248647 [In French]

Manca T, López M (2014) ‘Guía Metodológica de Actuaciones de Prevención, Defensa y Autoprotección en la Interfaz Urbano-Forestal’. pp. 1–60 (Conselleria de Governació i Justícia). Available at https://agroambient.gva.es/documents/162905929/162908876/Guía+metodológica+de+Actuaciones+de+Prevención%2CDefensa+y+Autoprotección+en+la+Interfaz+Urbana-Forestal+%286%2C8Mb%29/d24a0daf-d777-405b-8938-b4a54394831f [In Spanish]

Maranghides A, Mell W, Hawks S, Wilson M, Brewer W, Brown C, Vihnanek B, Walton W (2021) A Case Study of the Camp Fire – Fire Progression Timeline. NIST Technical Note 2135. 406 pp. (US Department of Commerce). Available at https://nvlpubs.nist.gov/nistpubs/TechnicalNotes/NIST.TN.2135.pdf

Maranghides A, Link ED, Quarles SL, Gorham DJ (2022) NIST Technical Note 2205 WUI Structure/Parcel/Community Fire Hazard Mitigation Methodology (NIST). Available at https://nvlpubs.nist.gov/nistpubs/TechnicalNotes/NIST.TN.2205.pdf

Ministère de l’Écologie et du Développement durable (2002) Plans de prévention des risques naturels (PPR): Risques d’incendies de forêt. Available at https://www.ecologie.gouv.fr/sites/default/files/PPR_feux_de_foret_complet_0.pdf [In French]

Morvan D (2007) A numerical study of flame geometry and potential for crown fire initiation for a wildfire propagating through shrub fuel. International Journal of Wildland Fire 16, 511–518.
A numerical study of flame geometry and potential for crown fire initiation for a wildfire propagating through shrub fuel.Crossref | GoogleScholarGoogle Scholar |

National Fire Protection Association (2022) NFPA 1140, Standard for Wildland Fire Protection. (National Fire Protection Association (NFPA))

NFPA (2022) Prepare Your Home Wildfire Risk Reduction: Steps That Can Make Your Home Safer During a Wildfire. Available at https://www.nfpa.org//-/media/Files/Firewise/Fact-sheets/FirewiseHowToPrepareYourHomeForWildfires.pdf

Oladokun VO, Montz BE (2019) Towards measuring resilience of flood-prone communities: a conceptual framework. Natural Hazards and Earth System Sciences 19, 1151–1165.
Towards measuring resilience of flood-prone communities: a conceptual framework.Crossref | GoogleScholarGoogle Scholar |

Papathoma-Köhle M, Schlögl M, Garlichs C, Diakakis M, Mavroulis S, Fuchs S (2022) A wildfire vulnerability index for buildings. Scientific Reports 12, 6378
A wildfire vulnerability index for buildings.Crossref | GoogleScholarGoogle Scholar |

Pastor E, Muñoz JA, Caballero D, Àgueda A, Dalmau F, Planas E (2019) Wildland–Urban Interface Fires in Spain: Summary of the Policy Framework and Recommendations for Improvement. Fire Technology 56, 1831–1851.
Wildland–Urban Interface Fires in Spain: Summary of the Policy Framework and Recommendations for Improvement.Crossref | GoogleScholarGoogle Scholar |

Préfet de Bouches-du-Rhône (2014) ‘Arrête no. 2014316-0054 relatif au débroussaillement et au maintien en état débroussaillé dans les espaces exposés aux risques d’incendies de forêt.’ (Direction départementale des Territoires et de la Mer, Service de l’Agriculture et de la Forêt) Available at http://fransylva-paca.fr/wp/wp-content/uploads/2015/08/2014-11-12-Arrêté-OLD-13.pdf [In French]

Préfet de la Haute-Corse (2022) ‘Arrête DDT2B/SEBF/FORET/No 2B-2022-04-05-00006.’ (Direction départementale des territoires, Service Eau-Biodiversité-Forêt, Unité Forêt) Available at https://www.haute-corse.gouv.fr/IMG/pdf/arrete_2b-2022-04-05-00006_du_5_avril_2022.pdf [In French]

Préfet de Vaucluse (2013) ‘Arrêté no. 2013049-0002 relatif au débroussaillement légal autour des constructions, chantiers et installations de toute nature dans le cadre de la prévention et de la protection contre les feux de forêts.’ (Direction départementale des territoires, Service Eau et Milieux naturels) Available at http://fransylva-paca.fr/wp/wp-content/uploads/2015/08/2013-02-18-Arrêté-OLD-84.pdf [In French]

Préfet des Alpes-de-Haute-Provence (2013) ‘AP 2013-1473 relatif à la prévention des incendies de forêts et des espaces naturels dans le département des Alpes-de-Haute-Provence et concernant le débroussaillement.’ (Direction Departementale des Territoires, Service de l’Environnement et des Risques) Available at http://fransylva-paca.fr/wp/wp-content/uploads/2015/08/2013-07-04-Arrêté-OLD-04.pdf [In French]

Préfet des Alpes-Maritimes (2014) ‘Arrêté no 2014-452 portant règlement permanent du débroussaillement obligatoire et du maintien en état débroussaillé dans le département des Alpes-Maritimes.’ (Direction départementale des Territoires et de la Mer des Alpes-Maritimes, Service Économie Agricole, Ruralité, Espaces naturels) Available at http://fransylva-paca.fr/wp/wp-content/uploads/2015/08/2014-06-10-Arrêté-OLD-06.pdf [In French]

Préfet du Var (2015) ‘AP portant règlement permanent du débroussaillement obligatoire et du maintien en état débroussaillé dans le département du Var.’ (Direction départementale des Territoires et de la Mer du Var) Available at http://fransylva-paca.fr/wp/wp-content/uploads/2015/08/2015-03-30-Arrêté-OLD-83.pdf [In French]

Regione Autonoma della Sardegna (2022) Prescrizioni regionali antincendi. Available at http://www.sardegnaambiente.it/documenti/19_173_20220505140518.pdf [In Italian]

Regione Piemonte (2021) Piano regionale per la programmazione delle attività di previsione, prevenzione, e lotta attiva contro gli incendi boschivi. Available at https://www.regione.piemonte.it/web/sites/default/files/media/documenti/2021-03/piano_aib_2021_2025.pdf [In Italian]

Seguí X, Pujolasus E, Betrò S, Àgueda A, Casal J, Ocampo-Duque W, Rudolph I, Barra R, Páez M, Barón E, Eljarrat E, Barceló D, Darbra RM (2013) Fuzzy model for risk assessment of persistent organic pollutants in aquatic ecosystems. Environmental Pollution 178, 23–32.
Fuzzy model for risk assessment of persistent organic pollutants in aquatic ecosystems.Crossref | GoogleScholarGoogle Scholar |

Sivanandam SN, Deepa SN, Sumathi S (2007) ‘Introduction to fuzzy logic using MATLAB.’ (Springer)

South Australia Country Fire Service (2022) ‘Your guide to Bushfire Safety’ (Government of South Australia) Available at https://safecom-files-v8.s3.amazonaws.com/current/docs/brochure_your_guide_to_bushfire_safety_2014.pdf

Spolaor S, Fuchs C, Cazzaniga P, Kaymak U, Besozzi D, Nobile MS (2020) Simpful: A user-friendly python library for fuzzy logic. International Journal of Computational Intelligence Systems 13, 1687–1698.
Simpful: A user-friendly python library for fuzzy logic.Crossref | GoogleScholarGoogle Scholar |

Vacca P, Àgueda A, Muñoz JA, Planas E, Pastor E, Heymes F, Ismael E, Eyssette R, Cozzani V, Scarponi GE (2020a) WUIVIEW Deliverable 6.1 -Recommendations on structure survivability and sheltering capacity. Available at https://wuiview.webs.upc.edu/download/D6.1_F_Recommendationsonstructuresurvivabilityandshelteringcapacity.pdf

Vacca P, Caballero D, Pastor E, Planas E (2020b) WUI fire risk mitigation in Europe: A performance-based design approach at home-owner level. Journal of Safety Science and Resilience 1, 97–105.
WUI fire risk mitigation in Europe: A performance-based design approach at home-owner level.Crossref | GoogleScholarGoogle Scholar |

Vacca P, Pastor E, Planas E (2022) Analysis of the load bearing capacity of concrete semi-confined spaces exposed to the combustion of two cars at the wildland–urban interface. In ‘Proceedings of the 10th International Seminar on Fire and Explosion Hazards’. (Eds K Vagsaether, AW Lach, D Bradley, J Lundberg) pp. 498–506. (University of South Eastern Norway)

Valis D, Pietrucha-Urbanik K (2014) Utilization of diffusion processes and fuzzy logic for vulnerability assessment. Eksploatacja i Niezawodnosc - Maintenance and Reliability 16, 48–55.

Victoria Country Fire Authority (2022) Landscaping for Bushfire: Garden Design and Plant Selection. Available at https://www.cfa.vic.gov.au/ArticleDocuments/447/CFA%20Landscaping%20for%20Bushfire%20(Version%203).pdf.aspx?Embed=Y