{"id":"https://openalex.org/W4409172148","doi":"https://doi.org/10.1007/s10758-025-09839-5","title":"A Comprehensive Review of Empirical and Dynamic Wildfire Simulators and Machine Learning Techniques used for the Prediction of Wildfire in Australia","display_name":"A Comprehensive Review of Empirical and Dynamic Wildfire Simulators and Machine Learning Techniques used for the Prediction of Wildfire in Australia","publication_year":2025,"publication_date":"2025-04-02","ids":{"openalex":"https://openalex.org/W4409172148","doi":"https://doi.org/10.1007/s10758-025-09839-5"},"language":"en","primary_location":{"id":"doi:10.1007/s10758-025-09839-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10758-025-09839-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10758-025-09839-5.pdf","source":{"id":"https://openalex.org/S2764582272","display_name":"Technology Knowledge and Learning","issn_l":"2211-1662","issn":["2211-1662","2211-1670"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology, Knowledge and Learning","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10758-025-09839-5.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101682875","display_name":"Harikesh Singh","orcid":"https://orcid.org/0000-0002-8379-0313"},"institutions":[{"id":"https://openalex.org/I174025329","display_name":"University of the Sunshine Coast","ror":"https://ror.org/016gb9e15","country_code":"AU","type":"education","lineage":["https://openalex.org/I174025329"]},{"id":"https://openalex.org/I4210164066","display_name":"Cooperative Research Centre for Tissue Growth and Repair","ror":"https://ror.org/02q2pqb13","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210164066"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Harikesh Singh","raw_affiliation_strings":["School of Science Technology and Engineering, University of the Sunshine Coast, Sippy Downs, QLD, Australia","SmartSat Cooperative Research Centre, North Terrace, Adelaide, SA, 5000, Australia"],"affiliations":[{"raw_affiliation_string":"School of Science Technology and Engineering, University of the Sunshine Coast, Sippy Downs, QLD, Australia","institution_ids":["https://openalex.org/I174025329"]},{"raw_affiliation_string":"SmartSat Cooperative Research Centre, North Terrace, Adelaide, SA, 5000, Australia","institution_ids":["https://openalex.org/I4210164066"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073635669","display_name":"Li-Minn Ang","orcid":"https://orcid.org/0000-0002-2402-7529"},"institutions":[{"id":"https://openalex.org/I174025329","display_name":"University of the Sunshine Coast","ror":"https://ror.org/016gb9e15","country_code":"AU","type":"education","lineage":["https://openalex.org/I174025329"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Li-Minn Ang","raw_affiliation_strings":["School of Science Technology and Engineering, University of the Sunshine Coast, Sippy Downs, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"School of Science Technology and Engineering, University of the Sunshine Coast, Sippy Downs, QLD, Australia","institution_ids":["https://openalex.org/I174025329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107626554","display_name":"Dipak Paudyal","orcid":null},"institutions":[{"id":"https://openalex.org/I4210120373","display_name":"Geospatial Research (United Kingdom)","ror":"https://ror.org/02qq5pa23","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210120373"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dipak Paudyal","raw_affiliation_strings":["APAC Geospatial, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"APAC Geospatial, Brisbane, Australia","institution_ids":["https://openalex.org/I4210120373"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053455367","display_name":"Mauricio Acu\u00f1a","orcid":"https://orcid.org/0000-0003-1409-5699"},"institutions":[{"id":"https://openalex.org/I174025329","display_name":"University of the Sunshine Coast","ror":"https://ror.org/016gb9e15","country_code":"AU","type":"education","lineage":["https://openalex.org/I174025329"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mauricio Acuna","raw_affiliation_strings":["Forest Research Institute, University of the Sunshine Coast, Sippy Downs, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"Forest Research Institute, University of the Sunshine Coast, Sippy Downs, QLD, Australia","institution_ids":["https://openalex.org/I174025329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049173779","display_name":"Prashant K. Srivastava","orcid":"https://orcid.org/0000-0002-4155-630X"},"institutions":[{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prashant Kumar Srivastava","raw_affiliation_strings":["Remote Sensing Laboratory, Institute of Environment and Sustainable Development, Banaras Hindu University, Varanasi, Uttar Pradesh, 221005, India"],"affiliations":[{"raw_affiliation_string":"Remote Sensing Laboratory, Institute of Environment and Sustainable Development, Banaras Hindu University, Varanasi, Uttar Pradesh, 221005, India","institution_ids":["https://openalex.org/I91357014"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049997842","display_name":"Sanjeev Kumar Srivastava","orcid":"https://orcid.org/0000-0001-8402-6467"},"institutions":[{"id":"https://openalex.org/I174025329","display_name":"University of the Sunshine Coast","ror":"https://ror.org/016gb9e15","country_code":"AU","type":"education","lineage":["https://openalex.org/I174025329"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sanjeev Kumar Srivastava","raw_affiliation_strings":["School of Science Technology and Engineering, University of the Sunshine Coast, Sippy Downs, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"School of Science Technology and Engineering, University of the Sunshine Coast, Sippy Downs, QLD, Australia","institution_ids":["https://openalex.org/I174025329"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101682875"],"corresponding_institution_ids":["https://openalex.org/I174025329","https://openalex.org/I4210164066"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":10.4043,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.98487386,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"30","issue":"2","first_page":"935","last_page":"968"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":0.9998999834060669,"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":0.9998999834060669,"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/T10535","display_name":"Landslides and related hazards","score":0.9937000274658203,"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"}},{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9876000285148621,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/empirical-modelling","display_name":"Empirical modelling","score":0.4778975248336792},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4327470660209656},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4036187529563904},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.3526819348335266},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34144118428230286},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.1841341257095337},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.17975753545761108}],"concepts":[{"id":"https://openalex.org/C133199616","wikidata":"https://www.wikidata.org/wiki/Q25386885","display_name":"Empirical modelling","level":2,"score":0.4778975248336792},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4327470660209656},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4036187529563904},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3526819348335266},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34144118428230286},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.1841341257095337},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.17975753545761108}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10758-025-09839-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10758-025-09839-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10758-025-09839-5.pdf","source":{"id":"https://openalex.org/S2764582272","display_name":"Technology Knowledge and Learning","issn_l":"2211-1662","issn":["2211-1662","2211-1670"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology, Knowledge and Learning","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10758-025-09839-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10758-025-09839-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10758-025-09839-5.pdf","source":{"id":"https://openalex.org/S2764582272","display_name":"Technology Knowledge and Learning","issn_l":"2211-1662","issn":["2211-1662","2211-1670"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology, Knowledge and Learning","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320986","display_name":"University of the Sunshine Coast","ror":"https://ror.org/016gb9e15"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409172148.pdf","grobid_xml":"https://content.openalex.org/works/W4409172148.grobid-xml"},"referenced_works_count":108,"referenced_works":["https://openalex.org/W1531419578","https://openalex.org/W1531439359","https://openalex.org/W1759466763","https://openalex.org/W1871695061","https://openalex.org/W1973587845","https://openalex.org/W1994974308","https://openalex.org/W2008056655","https://openalex.org/W2040266815","https://openalex.org/W2049394380","https://openalex.org/W2066618446","https://openalex.org/W2070151867","https://openalex.org/W2156734067","https://openalex.org/W2172085765","https://openalex.org/W2200246263","https://openalex.org/W2290381966","https://openalex.org/W2295124130","https://openalex.org/W2299917073","https://openalex.org/W2332381255","https://openalex.org/W2397336531","https://openalex.org/W2480782304","https://openalex.org/W2500751094","https://openalex.org/W2587212003","https://openalex.org/W2623447800","https://openalex.org/W2623562594","https://openalex.org/W2789262548","https://openalex.org/W2796755741","https://openalex.org/W2802957365","https://openalex.org/W2807698901","https://openalex.org/W2888879635","https://openalex.org/W2892199264","https://openalex.org/W2911964244","https://openalex.org/W2963557522","https://openalex.org/W2973710071","https://openalex.org/W2980894578","https://openalex.org/W2984594085","https://openalex.org/W2996940639","https://openalex.org/W2999648475","https://openalex.org/W3005928150","https://openalex.org/W3007286031","https://openalex.org/W3007553539","https://openalex.org/W3008420692","https://openalex.org/W3008626511","https://openalex.org/W3042574813","https://openalex.org/W3095070079","https://openalex.org/W3099079911","https://openalex.org/W3115462085","https://openalex.org/W3118015348","https://openalex.org/W3120122943","https://openalex.org/W3136592821","https://openalex.org/W3140854437","https://openalex.org/W3158775384","https://openalex.org/W3158850270","https://openalex.org/W3163851386","https://openalex.org/W3166536399","https://openalex.org/W3167781802","https://openalex.org/W3174812001","https://openalex.org/W3177272898","https://openalex.org/W3183061998","https://openalex.org/W3194730353","https://openalex.org/W3197122658","https://openalex.org/W3200041017","https://openalex.org/W3203699112","https://openalex.org/W3217605701","https://openalex.org/W4200041384","https://openalex.org/W4205391292","https://openalex.org/W4206285394","https://openalex.org/W4220656189","https://openalex.org/W4220744536","https://openalex.org/W4223653531","https://openalex.org/W4236137412","https://openalex.org/W4244190327","https://openalex.org/W4280534344","https://openalex.org/W4281390833","https://openalex.org/W4295004750","https://openalex.org/W4296831368","https://openalex.org/W4296905909","https://openalex.org/W4297957988","https://openalex.org/W4308206410","https://openalex.org/W4309677946","https://openalex.org/W4311397091","https://openalex.org/W4311627898","https://openalex.org/W4312849152","https://openalex.org/W4312887786","https://openalex.org/W4313054389","https://openalex.org/W4367359687","https://openalex.org/W4388113081","https://openalex.org/W4388288440","https://openalex.org/W4388410123","https://openalex.org/W4388450527","https://openalex.org/W4388569192","https://openalex.org/W4392404623","https://openalex.org/W4392915710","https://openalex.org/W4393072609","https://openalex.org/W4393210577","https://openalex.org/W4394728647","https://openalex.org/W4396640691","https://openalex.org/W4399246435","https://openalex.org/W4401985036","https://openalex.org/W4402935610","https://openalex.org/W4403189054","https://openalex.org/W4404594401","https://openalex.org/W4404656763","https://openalex.org/W4404662639","https://openalex.org/W4406311339","https://openalex.org/W4408215048","https://openalex.org/W6678087030","https://openalex.org/W6730267373","https://openalex.org/W6908681366"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2067170789"],"abstract_inverted_index":{"Abstract":[0],"Wildfires":[1],"pose":[2],"significant":[3],"environmental":[4],"threats":[5],"in":[6,37,55,137,150],"Australia,":[7],"impacting":[8],"ecosystems,":[9],"human":[10],"lives,":[11],"and":[12,24,51,59,70,78,95,105,125,135,140,152],"property.":[13],"This":[14,128],"review":[15,129],"article":[16],"provides":[17],"a":[18],"comprehensive":[19],"analysis":[20],"of":[21,44,83,109,119],"various":[22],"empirical":[23,46],"dynamic":[25,48],"wildfire":[26,35,57,120,138],"simulators":[27,62],"alongside":[28],"machine":[29],"learning":[30],"(ML)":[31],"techniques":[32,112],"employed":[33],"for":[34,74,115],"prediction":[36,139],"Australia.":[38],"The":[39,107],"study":[40],"examines":[41],"the":[42,81,117],"effectiveness":[43],"traditional":[45],"methods,":[47],"physical":[49],"models,":[50,77],"advanced":[52,111],"ML":[53,84],"algorithms":[54],"forecasting":[56],"spread":[58],"behaviour.":[60],"Key":[61],"discussed":[63],"include":[64],"PHOENIX":[65],"Rapidfire,":[66],"SPARK,":[67],"AUSTRALIS,":[68],"REDEYE,":[69],"IGNITE,":[71],"each":[72],"evaluated":[73],"their":[75,102],"inputs,":[76],"outputs.":[79],"Additionally,":[80],"application":[82],"methods":[85],"such":[86],"as":[87],"artificial":[88],"neural":[89],"networks,":[90],"logistic":[91],"regression,":[92],"decision":[93],"trees,":[94],"support":[96],"vector":[97],"machines":[98],"is":[99,113],"explored,":[100],"highlighting":[101],"predictive":[103],"capabilities":[104],"limitations.":[106],"integration":[108],"these":[110],"essential":[114],"enhancing":[116],"accuracy":[118],"predictions,":[121],"enabling":[122],"better":[123],"preparedness":[124],"response":[126],"strategies.":[127],"aims":[130],"to":[131,144],"inform":[132],"future":[133],"research":[134],"development":[136],"management,":[141],"ultimately":[142],"contributing":[143],"more":[145],"effective":[146],"fire":[147],"mitigation":[148],"efforts":[149],"Australia":[151],"beyond.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
