{"id":"https://openalex.org/W4416131293","doi":"https://doi.org/10.1109/comcomap68359.2025.11353174","title":"Localized Forest Fire Risk Prediction: A Department-Aware Approach for Operational Decision Support","display_name":"Localized Forest Fire Risk Prediction: A Department-Aware Approach for Operational Decision Support","publication_year":2025,"publication_date":"2025-12-14","ids":{"openalex":"https://openalex.org/W4416131293","doi":"https://doi.org/10.1109/comcomap68359.2025.11353174"},"language":"en","primary_location":{"id":"doi:10.1109/comcomap68359.2025.11353174","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comcomap68359.2025.11353174","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Computing, Communications and IoT Applications (ComComAp)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2506.04254","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5099043649","display_name":"Nicolas Caron","orcid":"https://orcid.org/0009-0009-1971-8200"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2802759292","display_name":"Franche-Comt\u00e9 \u00c9lectronique M\u00e9canique Thermique et Optique - Sciences et Technologies","ror":"https://ror.org/004fmxv66","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I2802759292","https://openalex.org/I37553959","https://openalex.org/I4210095849","https://openalex.org/I4405256580","https://openalex.org/I53262699"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Caron","raw_affiliation_strings":["Université Marie et Louis Pasteur,CNRS, Institut FEMTO-ST,Belfort,France,F-90000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Marie et Louis Pasteur,CNRS, Institut FEMTO-ST,Belfort,France,F-90000","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2802759292"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hassan Noura","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2802759292","display_name":"Franche-Comt\u00e9 \u00c9lectronique M\u00e9canique Thermique et Optique - Sciences et Technologies","ror":"https://ror.org/004fmxv66","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I2802759292","https://openalex.org/I37553959","https://openalex.org/I4210095849","https://openalex.org/I4405256580","https://openalex.org/I53262699"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hassan Noura","raw_affiliation_strings":["Université Marie et Louis Pasteur,CNRS, Institut FEMTO-ST,Belfort,France,F-90000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Marie et Louis Pasteur,CNRS, Institut FEMTO-ST,Belfort,France,F-90000","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2802759292"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Christophe Guyeux","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2802759292","display_name":"Franche-Comt\u00e9 \u00c9lectronique M\u00e9canique Thermique et Optique - Sciences et Technologies","ror":"https://ror.org/004fmxv66","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I2802759292","https://openalex.org/I37553959","https://openalex.org/I4210095849","https://openalex.org/I4405256580","https://openalex.org/I53262699"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Christophe Guyeux","raw_affiliation_strings":["Université Marie et Louis Pasteur,CNRS, Institut FEMTO-ST,Belfort,France,F-90000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Marie et Louis Pasteur,CNRS, Institut FEMTO-ST,Belfort,France,F-90000","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2802759292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5099043650","display_name":"Benjamin Aynes","orcid":"https://orcid.org/0009-0001-9881-0209"},"institutions":[{"id":"https://openalex.org/I2279609970","display_name":"Universit\u00e9 de Lille","ror":"https://ror.org/02kzqn938","country_code":"FR","type":"education","lineage":["https://openalex.org/I2279609970"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Benjamin Aynes","raw_affiliation_strings":["SAD Marketing,Lille,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SAD Marketing,Lille,France","institution_ids":["https://openalex.org/I2279609970"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.9415,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94339623,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"251","last_page":"258"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":0.784500002861023,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":0.784500002861023,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.1404000073671341,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.0066999997943639755,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/firefighting","display_name":"Firefighting","score":0.6642000079154968},{"id":"https://openalex.org/keywords/metropolitan-area","display_name":"Metropolitan area","score":0.483599990606308},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.47699999809265137},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.4440000057220459},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.40299999713897705},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.38179999589920044},{"id":"https://openalex.org/keywords/fire-protection","display_name":"Fire protection","score":0.3206999897956848}],"concepts":[{"id":"https://openalex.org/C557531904","wikidata":"https://www.wikidata.org/wiki/Q897825","display_name":"Firefighting","level":2,"score":0.6642000079154968},{"id":"https://openalex.org/C158739034","wikidata":"https://www.wikidata.org/wiki/Q1907114","display_name":"Metropolitan area","level":2,"score":0.483599990606308},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.47699999809265137},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4519999921321869},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.4440000057220459},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.40299999713897705},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.39820000529289246},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.38179999589920044},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.36070001125335693},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3422999978065491},{"id":"https://openalex.org/C122156500","wikidata":"https://www.wikidata.org/wiki/Q41399","display_name":"Fire protection","level":2,"score":0.3206999897956848},{"id":"https://openalex.org/C158550234","wikidata":"https://www.wikidata.org/wiki/Q910035","display_name":"Flammability","level":2,"score":0.2847000062465668},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.28360000252723694},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.2831000089645386},{"id":"https://openalex.org/C2780836893","wikidata":"https://www.wikidata.org/wiki/Q19922674","display_name":"Fire detection","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.27810001373291016},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.2745000123977661},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.257099986076355},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/comcomap68359.2025.11353174","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comcomap68359.2025.11353174","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Computing, Communications and IoT Applications (ComComAp)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2506.04254","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.04254","pdf_url":"https://arxiv.org/pdf/2506.04254","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:arXiv.org:2506.04254","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2506.04254","pdf_url":"https://arxiv.org/pdf/2506.04254","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2506.04254","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2506.04254","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2506.04254","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.04254","pdf_url":"https://arxiv.org/pdf/2506.04254","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2071666512","https://openalex.org/W3119328877","https://openalex.org/W2777948235","https://openalex.org/W4293919465","https://openalex.org/W4408119137","https://openalex.org/W4417307359","https://openalex.org/W4388654737","https://openalex.org/W2042952446","https://openalex.org/W3130313858","https://openalex.org/W4220803456","https://openalex.org/W4240592325","https://openalex.org/W2606896850","https://openalex.org/W2897303622"],"related_works":[],"abstract_inverted_index":{"Forest":[0],"fire":[1,8,27,46,98,101,150],"prediction":[2,32,135],"involves":[3],"estimating":[4],"the":[5,37,56,62,66,77,130,169],"likely-hood":[6],"of":[7,36,68,191],"ignition":[9,47],"or":[10],"related":[11],"risk":[12,102,120,151],"levels":[13],"in":[14,41,55,79,106,129],"a":[15,19,51,107,141,145,182,189],"specific":[16],"area":[17],"over":[18],"defined":[20],"time":[21],"period.":[22],"With":[23,165],"climate":[24,92],"change":[25],"intensifying":[26],"behavior":[28],"and":[29,94,115,144,159],"frequency,":[30],"accurate":[31],"has":[33],"become":[34],"one":[35],"most":[38],"pressing":[39],"challenges":[40],"Artificial":[42],"Intelligence":[43],"(AI).":[44],"Traditionally,":[45],"is":[48,76,110,126,202],"approached":[49],"as":[50,71,75],"binary":[52],"classification":[53],"task":[54],"literature.":[57],"However,":[58],"this":[59],"formulation":[60],"oversimplifies":[61],"problem,":[63],"especially":[64],"from":[65],"perspective":[67],"end-users":[69],"such":[70],"firefighters.":[72],"In":[73],"general,":[74],"case":[78],"France,":[80],"firefighting":[81],"units":[82],"are":[83],"organized":[84],"by":[85],"department,":[86],"each":[87],"with":[88,97,136],"its":[89],"own":[90],"terrain,":[91],"conditions,":[93],"historical":[95],"experience":[96],"events.":[99],"Consequently,":[100],"should":[103,196],"be":[104,197],"modeled":[105],"way":[108],"that":[109,148,195],"sensitive":[111],"to":[112,153],"local":[113],"conditions":[114],"does":[116],"not":[117],"assume":[118],"uniform":[119],"across":[121],"all":[122],"regions.":[123],"This":[124,138],"knowledge":[125],"generally":[127],"ignore":[128],"current":[131],"researches":[132],"on":[133,181,204],"wildfire":[134],"AI.":[137],"paper":[139],"proposes":[140],"new":[142,146],"approach":[143],"database":[147],"tailors":[149],"assessment":[152],"departmental":[154],"contexts,":[155],"offering":[156],"more":[157],"actionable":[158],"region-specific":[160],"predictions":[161],"for":[162,174],"operational":[163],"use.":[164],"this,":[166],"we":[167,187],"present":[168],"first":[170],"national-scale":[171],"AI":[172,179],"benchmark":[173],"metropolitan":[175],"France":[176],"using":[177],"state-of-the-art":[178],"models":[180],"relatively":[183],"unexplored":[184],"dataset.":[185],"Finally,":[186],"offer":[188],"summary":[190],"important":[192],"future":[193],"works":[194],"taken":[198],"into":[199],"account.":[200],"Code":[201],"available":[203],"github.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}