{"id":"https://openalex.org/W3129579201","doi":"https://doi.org/10.3390/s21041353","title":"Self-Organized Crowd Dynamics: Research on Earthquake Emergency Response Patterns of Drill-Trained Individuals Based on GIS and Multi-Agent Systems Methodology","display_name":"Self-Organized Crowd Dynamics: Research on Earthquake Emergency Response Patterns of Drill-Trained Individuals Based on GIS and Multi-Agent Systems Methodology","publication_year":2021,"publication_date":"2021-02-14","ids":{"openalex":"https://openalex.org/W3129579201","doi":"https://doi.org/10.3390/s21041353","mag":"3129579201","pmid":"https://pubmed.ncbi.nlm.nih.gov/33672968"},"language":"en","primary_location":{"id":"doi:10.3390/s21041353","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21041353","pdf_url":"https://www.mdpi.com/1424-8220/21/4/1353/pdf?version=1613629955","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/4/1353/pdf?version=1613629955","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054678274","display_name":"Hai Sun","orcid":"https://orcid.org/0000-0003-4548-1197"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hai Sun","raw_affiliation_strings":["College of Engineering, Ocean University of China, Qingdao 266100, China","Key Laboratory of Marine Environment and Ecology, Ministry of Education, Ocean University of China, Qingdao 266100, China"],"raw_orcid":"https://orcid.org/0000-0003-4548-1197","affiliations":[{"raw_affiliation_string":"College of Engineering, Ocean University of China, Qingdao 266100, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"Key Laboratory of Marine Environment and Ecology, Ministry of Education, Ocean University of China, Qingdao 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078013753","display_name":"Lanling Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lanling Hu","raw_affiliation_strings":["College of Engineering, Ocean University of China, Qingdao 266100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Ocean University of China, Qingdao 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045267188","display_name":"Wenchi Shou","orcid":"https://orcid.org/0000-0001-8724-8807"},"institutions":[{"id":"https://openalex.org/I63525965","display_name":"Western Sydney University","ror":"https://ror.org/03t52dk35","country_code":"AU","type":"education","lineage":["https://openalex.org/I63525965"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Wenchi Shou","raw_affiliation_strings":["School of Computing, Engineering and Mathematics, Western Sydney University, Parramatta, NSW 2751, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Mathematics, Western Sydney University, Parramatta, NSW 2751, Australia","institution_ids":["https://openalex.org/I63525965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100384910","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0003-3384-4050"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jun Wang","raw_affiliation_strings":["School of Architecture and Built Environment, Deakin University, Melbourne, VIC 3217, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Architecture and Built Environment, Deakin University, Melbourne, VIC 3217, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5045267188"],"corresponding_institution_ids":["https://openalex.org/I63525965"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":1.6634,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.80878096,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"21","issue":"4","first_page":"1353","last_page":"1353"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":1.0,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.970300018787384,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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-evacuation","display_name":"Emergency evacuation","score":0.8803799152374268},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.646948516368866},{"id":"https://openalex.org/keywords/cellular-automaton","display_name":"Cellular automaton","score":0.6367111802101135},{"id":"https://openalex.org/keywords/drill","display_name":"Drill","score":0.55678790807724},{"id":"https://openalex.org/keywords/emergency-management","display_name":"Emergency management","score":0.5158314108848572},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.49657946825027466},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48888176679611206},{"id":"https://openalex.org/keywords/emergency-response","display_name":"Emergency response","score":0.4532301723957062},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.43088480830192566},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.429054856300354},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.38673561811447144},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.36397337913513184},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19837355613708496},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1421758234500885},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.11566352844238281},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.09300759434700012}],"concepts":[{"id":"https://openalex.org/C2778309149","wikidata":"https://www.wikidata.org/wiki/Q606332","display_name":"Emergency evacuation","level":2,"score":0.8803799152374268},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.646948516368866},{"id":"https://openalex.org/C35527583","wikidata":"https://www.wikidata.org/wiki/Q189156","display_name":"Cellular automaton","level":2,"score":0.6367111802101135},{"id":"https://openalex.org/C173736775","wikidata":"https://www.wikidata.org/wiki/Q58964","display_name":"Drill","level":2,"score":0.55678790807724},{"id":"https://openalex.org/C62555980","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Emergency management","level":2,"score":0.5158314108848572},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.49657946825027466},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48888176679611206},{"id":"https://openalex.org/C3017997152","wikidata":"https://www.wikidata.org/wiki/Q814610","display_name":"Emergency response","level":2,"score":0.4532301723957062},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.43088480830192566},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.429054856300354},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.38673561811447144},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.36397337913513184},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19837355613708496},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1421758234500885},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.11566352844238281},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.09300759434700012},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"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},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003441","descriptor_name":"Crowding","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003441","descriptor_name":"Crowding","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003441","descriptor_name":"Crowding","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004189","descriptor_name":"Disaster Planning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004189","descriptor_name":"Disaster Planning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004189","descriptor_name":"Disaster Planning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004630","descriptor_name":"Emergencies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004630","descriptor_name":"Emergencies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004630","descriptor_name":"Emergencies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D040362","descriptor_name":"Geographic Information Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D040362","descriptor_name":"Geographic Information Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D040362","descriptor_name":"Geographic Information Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055866","descriptor_name":"Earthquakes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055866","descriptor_name":"Earthquakes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055866","descriptor_name":"Earthquakes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":7,"locations":[{"id":"doi:10.3390/s21041353","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21041353","pdf_url":"https://www.mdpi.com/1424-8220/21/4/1353/pdf?version=1613629955","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:33672968","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33672968","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:b451fbad3fae49ea9d571d192ed81ffa","is_oa":true,"landing_page_url":"https://doaj.org/article/b451fbad3fae49ea9d571d192ed81ffa","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 21, Iss 4, p 1353 (2021)","raw_type":"article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30148666","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401102","display_name":"Own your potential (DEAKIN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/20674923","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Self-Organized_Crowd_Dynamics_Research_on_Earthquake_Emergency_Response_Patterns_of_Drill-Trained_Individuals_Based_on_GIS_and_Multi-Agent_Systems_Methodology/20674923","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/4/1353/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21041353","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 21; Issue 4; Pages: 1353","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7918431","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7918431","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s21041353","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21041353","pdf_url":"https://www.mdpi.com/1424-8220/21/4/1353/pdf?version=1613629955","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.5199999809265137}],"awards":[{"id":"https://openalex.org/G1456383068","display_name":null,"funder_award_id":"41906185","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3129579201.pdf","grobid_xml":"https://content.openalex.org/works/W3129579201.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1888172398","https://openalex.org/W1981259137","https://openalex.org/W1984466484","https://openalex.org/W1993643921","https://openalex.org/W1996920238","https://openalex.org/W2009621163","https://openalex.org/W2026917912","https://openalex.org/W2029959244","https://openalex.org/W2036594945","https://openalex.org/W2050510300","https://openalex.org/W2053025554","https://openalex.org/W2067774743","https://openalex.org/W2075421046","https://openalex.org/W2078628828","https://openalex.org/W2160158394","https://openalex.org/W2167052694","https://openalex.org/W2167227315","https://openalex.org/W2289754409","https://openalex.org/W2335425379","https://openalex.org/W2607452048","https://openalex.org/W2755678917","https://openalex.org/W2783848667","https://openalex.org/W2788878631","https://openalex.org/W2909157294","https://openalex.org/W2929830777","https://openalex.org/W2952438432","https://openalex.org/W2988575042","https://openalex.org/W2996012932","https://openalex.org/W3024368311","https://openalex.org/W3026886881","https://openalex.org/W3048196244"],"related_works":["https://openalex.org/W2366534746","https://openalex.org/W334881608","https://openalex.org/W2358671879","https://openalex.org/W2539317388","https://openalex.org/W2394422641","https://openalex.org/W4249651824","https://openalex.org/W1984707279","https://openalex.org/W93111763","https://openalex.org/W3204019863","https://openalex.org/W2378146409"],"abstract_inverted_index":{"Predicting":[0],"evacuation":[1,41,102,143,147,157,175,186,197,219,223],"patterns":[2],"is":[3],"useful":[4],"in":[5,51,120,163],"emergency":[6],"management":[7],"situations":[8],"such":[9],"as":[10,32,34,167],"an":[11,85,168],"earthquake.":[12],"To":[13],"find":[14],"out":[15],"how":[16],"pre-trained":[17],"individuals":[18],"interact":[19],"with":[20],"one":[21],"another":[22],"to":[23,28,80,118,127],"achieve":[24],"their":[25],"own":[26],"goal":[27],"reach":[29],"the":[30,55,93,113,123,142,146,155,172,195,205,222],"exit":[31,59,70,108,114,182],"fast":[33],"possible":[35],"firstly,":[36],"we":[37],"investigated":[38],"urban":[39,174],"people's":[40,82,128],"behavior":[42,217],"under":[43,75],"earthquake":[44],"disaster":[45],"coditions,":[46],"established":[47],"crowd":[48,216],"response":[49],"rules":[50],"emergencies,":[52],"and":[53,58,104,134,185,220],"described":[54],"drill":[56,176],"strategy":[57],"familiarity":[60,71],"quantitatively":[61],"through":[62,204],"a":[63,99,161],"cellular":[64],"automata":[65],"model.":[66],"By":[67],"setting":[68],"different":[69,76],"ratios,":[72],"simulation":[73,89],"experiments":[74],"strategies":[77],"were":[78],"conducted":[79],"predict":[81],"reactions":[83],"before":[84],"emergency.":[86],"The":[87,178,190],"corresponding":[88],"results":[90,192],"indicated":[91],"that":[92,194],"evacuees'":[94],"training":[95],"level":[96,184],"could":[97,199],"affect":[98],"multi-exit":[100],"zone's":[101],"pattern":[103],"clearance":[105],"time.":[106],"Their":[107],"choice":[109],"preferences":[110],"may":[111,210],"disrupt":[112],"options'":[115],"balance,":[116],"leading":[117],"congestion":[119],"some":[121,137,212],"of":[122,130],"exits.":[124],"Secondly,":[125],"due":[126],"rejection":[129],"long":[131],"distances,":[132],"congestion,":[133],"unfamiliar":[135],"exits,":[136],"people":[138],"would":[139,151],"hesitant":[140],"about":[141],"direction":[144],"during":[145,218],"process.":[148],"This":[149],"hesitation":[150],"also":[152],"significantly":[153],"reduce":[154],"overall":[156,202],"efficiency.":[158],"Finally,":[159],"taking":[160],"community":[162],"Zhuhai":[164],"City,":[165],"China,":[166],"example,":[169],"put":[170],"forward":[171],"best":[173],"strategy.":[177],"quantitative":[179],"relation":[180],"between":[181],"familiar":[183],"efficiency":[187,203],"was":[188],"obtained.":[189],"final":[191],"showed":[193],"optimized":[196],"plan":[198],"improve":[200],"evacuation's":[201],"self-organization":[206],"effect.":[207],"These":[208],"studies":[209],"have":[211],"impact":[213],"on":[214],"predicting":[215],"designing":[221],"plan.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
