{"id":"https://openalex.org/W4409799661","doi":"https://doi.org/10.1007/s44230-025-00098-2","title":"Autonomous Decision-Making Enhancing Natural Disaster Management through Open World Machine Learning: A Systematic Review","display_name":"Autonomous Decision-Making Enhancing Natural Disaster Management through Open World Machine Learning: A Systematic Review","publication_year":2025,"publication_date":"2025-04-25","ids":{"openalex":"https://openalex.org/W4409799661","doi":"https://doi.org/10.1007/s44230-025-00098-2"},"language":"en","primary_location":{"id":"doi:10.1007/s44230-025-00098-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44230-025-00098-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44230-025-00098-2.pdf","source":{"id":"https://openalex.org/S4210207486","display_name":"Human-Centric Intelligent Systems","issn_l":"2667-1336","issn":["2667-1336"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Human-Centric Intelligent Systems","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s44230-025-00098-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115505618","display_name":"Nikitas Gerolimos","orcid":"https://orcid.org/0009-0009-9085-0837"},"institutions":[{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Nikitas Gerolimos","raw_affiliation_strings":["University of Aegean, Syros, Greece"],"affiliations":[{"raw_affiliation_string":"University of Aegean, Syros, Greece","institution_ids":["https://openalex.org/I98805295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048311935","display_name":"Vasileios Alevizos","orcid":"https://orcid.org/0000-0002-3651-2134"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]},{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]}],"countries":["GR","SE"],"is_corresponding":false,"raw_author_name":"Vasileios Alevizos","raw_affiliation_strings":["Karolinska Institutet, Solna, Sweden","MLV Research Group, Department of Informatics, Democritus University of Thrace, Kavala, Greece"],"affiliations":[{"raw_affiliation_string":"Karolinska Institutet, Solna, Sweden","institution_ids":["https://openalex.org/I28166907"]},{"raw_affiliation_string":"MLV Research Group, Department of Informatics, Democritus University of Thrace, Kavala, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098490619","display_name":"Sabrina Edralin","orcid":"https://orcid.org/0009-0003-6225-6351"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sabrina Edralin","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Champaign, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104169339","display_name":"C. J. Xu","orcid":"https://orcid.org/0009-0001-4443-1246"},"institutions":[{"id":"https://openalex.org/I4210146710","display_name":"Mayo Clinic in Florida","ror":"https://ror.org/03zzw1w08","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723","https://openalex.org/I4210146710"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Clark Xu","raw_affiliation_strings":["Mayo Clinic Artificial Intelligence and Discovery, Madison, MN, USA"],"affiliations":[{"raw_affiliation_string":"Mayo Clinic Artificial Intelligence and Discovery, Madison, MN, USA","institution_ids":["https://openalex.org/I4210146710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115505619","display_name":"Georgios Priniotakis","orcid":null},"institutions":[{"id":"https://openalex.org/I4210094138","display_name":"University of West Attica","ror":"https://ror.org/00r2r5k05","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210094138"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Priniotakis","raw_affiliation_strings":["University of West Attica, Attica, Greece"],"affiliations":[{"raw_affiliation_string":"University of West Attica, Attica, Greece","institution_ids":["https://openalex.org/I4210094138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032725664","display_name":"George A. Papakostas","orcid":"https://orcid.org/0000-0001-5545-1499"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"George A. Papakostas","raw_affiliation_strings":["MLV Research Group, Department of Informatics, Democritus University of Thrace, Kavala, Greece"],"affiliations":[{"raw_affiliation_string":"MLV Research Group, Department of Informatics, Democritus University of Thrace, Kavala, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041167576","display_name":"Zongliang Yue","orcid":"https://orcid.org/0000-0001-8290-123X"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zongliang Yue","raw_affiliation_strings":["Auburn University Harrison College of Pharmacy, Auburn, AL, USA"],"affiliations":[{"raw_affiliation_string":"Auburn University Harrison College of Pharmacy, Auburn, AL, USA","institution_ids":["https://openalex.org/I82497590"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5115505618"],"corresponding_institution_ids":["https://openalex.org/I98805295"],"apc_list":null,"apc_paid":null,"fwci":30.53,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.99603127,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"5","issue":"2","first_page":"269","last_page":"284"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10747","display_name":"Disaster Management and Resilience","score":0.9769999980926514,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10747","display_name":"Disaster Management and Resilience","score":0.9769999980926514,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.9710999727249146,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9571999907493591,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.4872986078262329},{"id":"https://openalex.org/keywords/emergency-management","display_name":"Emergency management","score":0.46455806493759155},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4348950982093811},{"id":"https://openalex.org/keywords/natural-disaster","display_name":"Natural disaster","score":0.4211209714412689},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32828038930892944},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.13371095061302185},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10299038887023926}],"concepts":[{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.4872986078262329},{"id":"https://openalex.org/C62555980","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Emergency management","level":2,"score":0.46455806493759155},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4348950982093811},{"id":"https://openalex.org/C166566181","wikidata":"https://www.wikidata.org/wiki/Q8065","display_name":"Natural disaster","level":2,"score":0.4211209714412689},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32828038930892944},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.13371095061302185},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10299038887023926},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44230-025-00098-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44230-025-00098-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44230-025-00098-2.pdf","source":{"id":"https://openalex.org/S4210207486","display_name":"Human-Centric Intelligent Systems","issn_l":"2667-1336","issn":["2667-1336"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Human-Centric Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2684c276ca304cea92d7a08a1b27f9b7","is_oa":true,"landing_page_url":"https://doaj.org/article/2684c276ca304cea92d7a08a1b27f9b7","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Human-Centric Intelligent Systems, Vol 5, Iss 2, Pp 269-284 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44230-025-00098-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44230-025-00098-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44230-025-00098-2.pdf","source":{"id":"https://openalex.org/S4210207486","display_name":"Human-Centric Intelligent Systems","issn_l":"2667-1336","issn":["2667-1336"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Human-Centric Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409799661.pdf","grobid_xml":"https://content.openalex.org/works/W4409799661.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1881462625","https://openalex.org/W2087444761","https://openalex.org/W2759121147","https://openalex.org/W2999074742","https://openalex.org/W3036312936","https://openalex.org/W3105826485","https://openalex.org/W3120771501","https://openalex.org/W3124001900","https://openalex.org/W3198525581","https://openalex.org/W4229369233","https://openalex.org/W4284969429","https://openalex.org/W4291033391","https://openalex.org/W4378976798","https://openalex.org/W4385647938","https://openalex.org/W4386028872","https://openalex.org/W4386073849","https://openalex.org/W4388223025","https://openalex.org/W4388224278","https://openalex.org/W4390342171","https://openalex.org/W4391574488","https://openalex.org/W4391578830","https://openalex.org/W4392445708","https://openalex.org/W4400145965","https://openalex.org/W4400486062","https://openalex.org/W4402467765","https://openalex.org/W6600459194"],"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/W2387944524","https://openalex.org/W2383619049","https://openalex.org/W2366388585","https://openalex.org/W1061078080","https://openalex.org/W3173104482"],"abstract_inverted_index":{"Abstract":[0],"Natural":[1],"disasters":[2,191],"can":[3,129,158],"be":[4,19],"fatal":[5],"and":[6,51,74,100,113,121,135,150,169,184,195],"necessitate":[7],"critical":[8],"thinking":[9],"in":[10,44,91,193,221],"decision-making":[11,43,223],"processes;":[12],"thus,":[13],"simulations":[14],"of":[15,59,69,87,176,218],"multiple":[16],"scenarios":[17],"must":[18],"evaluated":[20],"to":[21,41,94,102,137,166,198,209],"prepare":[22],"for":[23,164,181],"such":[24,146],"imminent":[25],"events.":[26],"An":[27],"Open":[28],"World":[29],"Machine":[30],"Learning":[31],"(OWML)":[32],"framework":[33,117,179],"has":[34],"been":[35],"proposed":[36],"as":[37,147,160,189],"a":[38,53,56,161,206],"focal":[39],"tool":[40,163],"improve":[42,170],"natural":[45,70,190,210],"disaster":[46,211],"management.":[47],"To":[48],"better":[49],"understand":[50],"formulate":[52],"comprehensive":[54],"foundation,":[55],"systematic":[57],"review":[58],"different":[60],"cases":[61],"was":[62],"conducted.":[63],"In":[64,201],"this":[65,88,203],"study,":[66],"four":[67],"types":[68],"disasters-earthquakes,":[71],"floods,":[72],"wildfires,":[73],"hurricanes-were":[75],"analyzed":[76],"using":[77],"machine":[78],"learning":[79,183],"techniques":[80],"within":[81],"the":[82,116,153,177,216],"OWML":[83,127,157,178,219],"framework.":[84],"The":[85,123,173],"essence":[86],"approach":[89],"lies":[90],"its":[92],"ability":[93],"accumulate":[95],"knowledge":[96],"from":[97],"various":[98],"sources":[99],"adapt":[101],"new,":[103],"unknown":[104],"event":[105],"types.":[106],"Moreover,":[107],"by":[108,213],"explicitly":[109,214],"incorporating":[110],"both":[111],"qualitative":[112],"quantitative":[114],"characteristics,":[115],"enhances":[118],"predictive":[119],"accuracy":[120],"adaptability.":[122],"results":[124],"demonstrate":[125],"that":[126,156],"models":[128],"effectively":[130],"process":[131],"large":[132],"geospatial":[133],"datasets":[134],"respond":[136],"looming":[138],"threats":[139],"with":[140],"greater":[141],"precision.":[142],"Albeit":[143],"some":[144],"limitations,":[145],"data":[148],"quality":[149],"model":[151],"complexity,":[152],"findings":[154],"suggest":[155],"serve":[159],"foundational":[162],"governments":[165],"reduce":[167],"expenditure":[168],"evacuation":[171],"strategies.":[172],"evolutionary":[174],"nature":[175],"allows":[180],"continuous":[182],"adaptation,":[185],"which":[186],"is":[187],"crucial":[188],"escalate":[192],"frequency":[194],"intensity":[196],"due":[197],"climate":[199],"change.":[200],"essence,":[202],"study":[204],"provides":[205],"significant":[207],"contribution":[208],"management":[212],"demonstrating":[215],"potential":[217],"frameworks":[220],"enhancing":[222],"processes.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
