{"id":"https://openalex.org/W7160312517","doi":"https://doi.org/10.1016/j.neucom.2026.133841","title":"From simulation to learning: A comprehensive review of multi-agent systems in emergency management","display_name":"From simulation to learning: A comprehensive review of multi-agent systems in emergency management","publication_year":2026,"publication_date":"2026-05-04","ids":{"openalex":"https://openalex.org/W7160312517","doi":"https://doi.org/10.1016/j.neucom.2026.133841"},"language":"en","primary_location":{"id":"doi:10.1016/j.neucom.2026.133841","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neucom.2026.133841","pdf_url":null,"source":{"id":"https://openalex.org/S45693802","display_name":"Neurocomputing","issn_l":"0925-2312","issn":["0925-2312","1872-8286"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neurocomputing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135401472","display_name":"Xin jin","orcid":"https://orcid.org/0000-0002-7578-380X"},"institutions":[{"id":"https://openalex.org/I4210115813","display_name":"China National Commission for Disaster Reduction","ror":"https://ror.org/029j8j127","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210115813"]},{"id":"https://openalex.org/I52604927","display_name":"PLA Army Service Academy","ror":"https://ror.org/02syyrn67","country_code":"CN","type":"education","lineage":["https://openalex.org/I52604927"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Jin","raw_affiliation_strings":["Joint Logistics Support Force University of Engineering, Chongqing, China","National Engineering Research Center for Disaster & Emergency Rescue Equipment, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-7578-380X","affiliations":[{"raw_affiliation_string":"Joint Logistics Support Force University of Engineering, Chongqing, China","institution_ids":["https://openalex.org/I52604927"]},{"raw_affiliation_string":"National Engineering Research Center for Disaster & Emergency Rescue Equipment, Chongqing, China","institution_ids":["https://openalex.org/I4210115813"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135313959","display_name":"Tengjiao Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I52604927","display_name":"PLA Army Service Academy","ror":"https://ror.org/02syyrn67","country_code":"CN","type":"education","lineage":["https://openalex.org/I52604927"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tengjiao Guo","raw_affiliation_strings":["Joint Logistics Support Force University of Engineering, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Joint Logistics Support Force University of Engineering, Chongqing, China","institution_ids":["https://openalex.org/I52604927"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014299271","display_name":"Dazhi Zhan","orcid":"https://orcid.org/0000-0003-2766-3405"},"institutions":[{"id":"https://openalex.org/I52604927","display_name":"PLA Army Service Academy","ror":"https://ror.org/02syyrn67","country_code":"CN","type":"education","lineage":["https://openalex.org/I52604927"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dazhi Zhan","raw_affiliation_strings":["Joint Logistics Support Force University of Engineering, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Joint Logistics Support Force University of Engineering, Chongqing, China","institution_ids":["https://openalex.org/I52604927"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104205849","display_name":"Cao Qi","orcid":null},"institutions":[{"id":"https://openalex.org/I52604927","display_name":"PLA Army Service Academy","ror":"https://ror.org/02syyrn67","country_code":"CN","type":"education","lineage":["https://openalex.org/I52604927"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qi Cao","raw_affiliation_strings":["Joint Logistics Support Force University of Engineering, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0001-7513-2719","affiliations":[{"raw_affiliation_string":"Joint Logistics Support Force University of Engineering, Chongqing, China","institution_ids":["https://openalex.org/I52604927"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5104205849"],"corresponding_institution_ids":["https://openalex.org/I52604927"],"apc_list":{"value":2470,"currency":"USD","value_usd":2470},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.64287823,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"692","issue":null,"first_page":"133841","last_page":"133841"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.16740000247955322,"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"}},"topics":[{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.16740000247955322,"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/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.05119999870657921,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.04879999905824661,"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/emergency-management","display_name":"Emergency management","score":0.4805000126361847},{"id":"https://openalex.org/keywords/emergency-response","display_name":"Emergency response","score":0.3646000027656555},{"id":"https://openalex.org/keywords/management-system","display_name":"Management system","score":0.3125999867916107},{"id":"https://openalex.org/keywords/risk-management","display_name":"Risk management","score":0.3073999881744385}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5787000060081482},{"id":"https://openalex.org/C62555980","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Emergency management","level":2,"score":0.4805000126361847},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3977000117301941},{"id":"https://openalex.org/C3017997152","wikidata":"https://www.wikidata.org/wiki/Q814610","display_name":"Emergency response","level":2,"score":0.3646000027656555},{"id":"https://openalex.org/C198783460","wikidata":"https://www.wikidata.org/wiki/Q629173","display_name":"Management system","level":2,"score":0.3125999867916107},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.30889999866485596},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2989000082015991},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.241799995303154},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.23960000276565552}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.neucom.2026.133841","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neucom.2026.133841","pdf_url":null,"source":{"id":"https://openalex.org/S45693802","display_name":"Neurocomputing","issn_l":"0925-2312","issn":["0925-2312","1872-8286"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neurocomputing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":127,"referenced_works":["https://openalex.org/W1983553024","https://openalex.org/W1991771791","https://openalex.org/W1994580556","https://openalex.org/W2009019450","https://openalex.org/W2013205100","https://openalex.org/W2013208368","https://openalex.org/W2090509622","https://openalex.org/W2104418276","https://openalex.org/W2107726111","https://openalex.org/W2132297302","https://openalex.org/W2145339207","https://openalex.org/W2330530054","https://openalex.org/W2340540212","https://openalex.org/W2556181593","https://openalex.org/W2563039760","https://openalex.org/W2604382266","https://openalex.org/W2733924988","https://openalex.org/W2753156190","https://openalex.org/W2763115803","https://openalex.org/W2768636722","https://openalex.org/W2778711127","https://openalex.org/W2783044399","https://openalex.org/W2783827472","https://openalex.org/W2797525409","https://openalex.org/W2800397219","https://openalex.org/W2808171379","https://openalex.org/W2884957812","https://openalex.org/W2902732141","https://openalex.org/W2908261578","https://openalex.org/W2909157294","https://openalex.org/W2946261661","https://openalex.org/W2948349612","https://openalex.org/W2980933981","https://openalex.org/W2991274566","https://openalex.org/W2999540872","https://openalex.org/W3002684666","https://openalex.org/W3014806221","https://openalex.org/W3047863327","https://openalex.org/W3047879070","https://openalex.org/W3084569550","https://openalex.org/W3085935863","https://openalex.org/W3089531068","https://openalex.org/W3100366369","https://openalex.org/W3106649810","https://openalex.org/W3121342653","https://openalex.org/W3126854480","https://openalex.org/W3129579201","https://openalex.org/W3135478074","https://openalex.org/W3138322899","https://openalex.org/W3138984732","https://openalex.org/W3139298425","https://openalex.org/W3142421752","https://openalex.org/W3151306683","https://openalex.org/W3156295478","https://openalex.org/W3157599146","https://openalex.org/W3160856016","https://openalex.org/W3166816823","https://openalex.org/W3167593369","https://openalex.org/W3184078521","https://openalex.org/W3198103443","https://openalex.org/W3214498691","https://openalex.org/W4200432545","https://openalex.org/W4205534337","https://openalex.org/W4210756468","https://openalex.org/W4220747123","https://openalex.org/W4220970489","https://openalex.org/W4221145430","https://openalex.org/W4224220194","https://openalex.org/W4224983028","https://openalex.org/W4229017229","https://openalex.org/W4282983271","https://openalex.org/W4290861522","https://openalex.org/W4291237137","https://openalex.org/W4292237905","https://openalex.org/W4297365093","https://openalex.org/W4306786778","https://openalex.org/W4307403081","https://openalex.org/W4310359137","https://openalex.org/W4311210100","https://openalex.org/W4311405210","https://openalex.org/W4312070739","https://openalex.org/W4313002037","https://openalex.org/W4313130271","https://openalex.org/W4313530607","https://openalex.org/W4313598976","https://openalex.org/W4317038465","https://openalex.org/W4318320721","https://openalex.org/W4320002923","https://openalex.org/W4320912546","https://openalex.org/W4320919158","https://openalex.org/W4322762147","https://openalex.org/W4327545286","https://openalex.org/W4377086819","https://openalex.org/W4377695283","https://openalex.org/W4379801107","https://openalex.org/W4379931248","https://openalex.org/W4386189541","https://openalex.org/W4389219190","https://openalex.org/W4389565663","https://openalex.org/W4390492531","https://openalex.org/W4390587450","https://openalex.org/W4392984539","https://openalex.org/W4393353329","https://openalex.org/W4394897027","https://openalex.org/W4397010074","https://openalex.org/W4399770573","https://openalex.org/W4400146840","https://openalex.org/W4400770903","https://openalex.org/W4401260342","https://openalex.org/W4401626717","https://openalex.org/W4402402057","https://openalex.org/W4404875905","https://openalex.org/W4405287369","https://openalex.org/W4405316501","https://openalex.org/W4407352399","https://openalex.org/W4408039617","https://openalex.org/W4408866797","https://openalex.org/W4409595287","https://openalex.org/W4409668440","https://openalex.org/W4410799309","https://openalex.org/W4411125731","https://openalex.org/W4411177935","https://openalex.org/W4411298013","https://openalex.org/W4413222071","https://openalex.org/W4413736352","https://openalex.org/W4414093636","https://openalex.org/W7085702208"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-05-06T00:00:00"}
