{"id":"https://openalex.org/W4229369233","doi":"https://doi.org/10.3390/make4020020","title":"Machine Learning in Disaster Management: Recent Developments in Methods and Applications","display_name":"Machine Learning in Disaster Management: Recent Developments in Methods and Applications","publication_year":2022,"publication_date":"2022-05-07","ids":{"openalex":"https://openalex.org/W4229369233","doi":"https://doi.org/10.3390/make4020020"},"language":"en","primary_location":{"id":"doi:10.3390/make4020020","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make4020020","pdf_url":"https://www.mdpi.com/2504-4990/4/2/20/pdf?version=1680173254","source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"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":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-4990/4/2/20/pdf?version=1680173254","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019800090","display_name":"Vasileios Linardos","orcid":"https://orcid.org/0000-0003-0841-2926"},"institutions":[{"id":"https://openalex.org/I4210130908","display_name":"Archimedia (Greece)","ror":"https://ror.org/04dxam533","country_code":"GR","type":"company","lineage":["https://openalex.org/I4210130908"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Vasileios Linardos","raw_affiliation_strings":["Archeiothiki S.A., GR-19400 Athens, Greece"],"raw_orcid":"https://orcid.org/0000-0003-0841-2926","affiliations":[{"raw_affiliation_string":"Archeiothiki S.A., GR-19400 Athens, Greece","institution_ids":["https://openalex.org/I4210130908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073362302","display_name":"Maria Drakaki","orcid":"https://orcid.org/0000-0001-9322-7324"},"institutions":[{"id":"https://openalex.org/I183898223","display_name":"International Hellenic University","ror":"https://ror.org/00708jp83","country_code":"GR","type":"education","lineage":["https://openalex.org/I183898223"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Maria Drakaki","raw_affiliation_strings":["Department of Science and Technology, University Center of International Programmes of Studies, International Hellenic University, 14th Km Thessaloniki-N. Moudania, GR-57001 Thermi, Greece"],"raw_orcid":"https://orcid.org/0000-0001-9322-7324","affiliations":[{"raw_affiliation_string":"Department of Science and Technology, University Center of International Programmes of Studies, International Hellenic University, 14th Km Thessaloniki-N. Moudania, GR-57001 Thermi, Greece","institution_ids":["https://openalex.org/I183898223"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061591792","display_name":"Panagiotis Tzionas","orcid":"https://orcid.org/0000-0001-5204-218X"},"institutions":[{"id":"https://openalex.org/I183898223","display_name":"International Hellenic University","ror":"https://ror.org/00708jp83","country_code":"GR","type":"education","lineage":["https://openalex.org/I183898223"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Panagiotis Tzionas","raw_affiliation_strings":["Department of Industrial Engineering and Management, International Hellenic University, P.O. Box 141, GR-57400 Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management, International Hellenic University, P.O. Box 141, GR-57400 Thessaloniki, Greece","institution_ids":["https://openalex.org/I183898223"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060737135","display_name":"Yannis L. Karnavas","orcid":"https://orcid.org/0000-0002-7390-3249"},"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":"Yannis Karnavas","raw_affiliation_strings":["Electrical Machines Laboratory, Department of Electrical & Computer Engineering, Democritus University of Thrace, GR-67100 Xanthi, Greece"],"raw_orcid":"https://orcid.org/0000-0002-7390-3249","affiliations":[{"raw_affiliation_string":"Electrical Machines Laboratory, Department of Electrical & Computer Engineering, Democritus University of Thrace, GR-67100 Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5073362302"],"corresponding_institution_ids":["https://openalex.org/I183898223"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1559},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1559},"fwci":30.5557,"has_fulltext":true,"cited_by_count":297,"citation_normalized_percentile":{"value":0.99776325,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"4","issue":"2","first_page":"446","last_page":"473"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9948999881744385,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9948999881744385,"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/T10747","display_name":"Disaster Management and Resilience","score":0.9912999868392944,"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":0.983299970626831,"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":0.7248934507369995},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.6527247428894043},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.6067269444465637},{"id":"https://openalex.org/keywords/hazard","display_name":"Hazard","score":0.5481513142585754},{"id":"https://openalex.org/keywords/disaster-response","display_name":"Disaster response","score":0.4721679091453552},{"id":"https://openalex.org/keywords/vulnerability-assessment","display_name":"Vulnerability assessment","score":0.4305492341518402},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.4042566120624542},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3914586305618286},{"id":"https://openalex.org/keywords/environmental-planning","display_name":"Environmental planning","score":0.35726743936538696},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2778328061103821},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.21244129538536072},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.19554367661476135},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.17946946620941162},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09716176986694336}],"concepts":[{"id":"https://openalex.org/C62555980","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Emergency management","level":2,"score":0.7248934507369995},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.6527247428894043},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.6067269444465637},{"id":"https://openalex.org/C49261128","wikidata":"https://www.wikidata.org/wiki/Q1132455","display_name":"Hazard","level":2,"score":0.5481513142585754},{"id":"https://openalex.org/C3018653863","wikidata":"https://www.wikidata.org/wiki/Q5281355","display_name":"Disaster response","level":3,"score":0.4721679091453552},{"id":"https://openalex.org/C167063184","wikidata":"https://www.wikidata.org/wiki/Q1400839","display_name":"Vulnerability assessment","level":3,"score":0.4305492341518402},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4042566120624542},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3914586305618286},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.35726743936538696},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2778328061103821},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.21244129538536072},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.19554367661476135},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.17946946620941162},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09716176986694336},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C137176749","wikidata":"https://www.wikidata.org/wiki/Q4105337","display_name":"Psychological resilience","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/make4020020","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make4020020","pdf_url":"https://www.mdpi.com/2504-4990/4/2/20/pdf?version=1680173254","source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"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":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ac10c1d7ae854398908171d9624b2f4c","is_oa":false,"landing_page_url":"https://doaj.org/article/ac10c1d7ae854398908171d9624b2f4c","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Machine Learning and Knowledge Extraction, Vol 4, Iss 2, Pp 446-473 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2504-4990/4/2/20/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/make4020020","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":"Machine Learning and Knowledge Extraction; Volume 4; Issue 2; Pages: 446-473","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/make4020020","is_oa":true,"landing_page_url":"https://doi.org/10.3390/make4020020","pdf_url":"https://www.mdpi.com/2504-4990/4/2/20/pdf?version=1680173254","source":{"id":"https://openalex.org/S4210213891","display_name":"Machine Learning and Knowledge Extraction","issn_l":"2504-4990","issn":["2504-4990"],"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":"Machine Learning and Knowledge Extraction","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4229369233.pdf","grobid_xml":"https://content.openalex.org/works/W4229369233.grobid-xml"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W2003132704","https://openalex.org/W2008936765","https://openalex.org/W2076063813","https://openalex.org/W2150416324","https://openalex.org/W2168029744","https://openalex.org/W2510282576","https://openalex.org/W2519746072","https://openalex.org/W2567854072","https://openalex.org/W2582523608","https://openalex.org/W2603776936","https://openalex.org/W2714779472","https://openalex.org/W2742970053","https://openalex.org/W2753193937","https://openalex.org/W2768447691","https://openalex.org/W2768697515","https://openalex.org/W2770617885","https://openalex.org/W2770818215","https://openalex.org/W2780222614","https://openalex.org/W2799565130","https://openalex.org/W2801081735","https://openalex.org/W2810929716","https://openalex.org/W2886665422","https://openalex.org/W2898565707","https://openalex.org/W2902735427","https://openalex.org/W2907164972","https://openalex.org/W2909072963","https://openalex.org/W2919115771","https://openalex.org/W2920820407","https://openalex.org/W2921172367","https://openalex.org/W2927653920","https://openalex.org/W2941825235","https://openalex.org/W2942723925","https://openalex.org/W2945239824","https://openalex.org/W2946365616","https://openalex.org/W2954386025","https://openalex.org/W2957630544","https://openalex.org/W2962835974","https://openalex.org/W2963555187","https://openalex.org/W2972226736","https://openalex.org/W2979779483","https://openalex.org/W2982324876","https://openalex.org/W2982492177","https://openalex.org/W2986218094","https://openalex.org/W2988643362","https://openalex.org/W2989268825","https://openalex.org/W2996342798","https://openalex.org/W2998049340","https://openalex.org/W2998997307","https://openalex.org/W3012772935","https://openalex.org/W3013496389","https://openalex.org/W3014700452","https://openalex.org/W3015121362","https://openalex.org/W3026404307","https://openalex.org/W3027938990","https://openalex.org/W3039888984","https://openalex.org/W3040427204","https://openalex.org/W3046986248","https://openalex.org/W3081094341","https://openalex.org/W3081212768","https://openalex.org/W3088276145","https://openalex.org/W3102469061","https://openalex.org/W3128965711","https://openalex.org/W3129718208","https://openalex.org/W3131025716","https://openalex.org/W3131952330","https://openalex.org/W3157436341","https://openalex.org/W3158476646","https://openalex.org/W3200360027","https://openalex.org/W3213384164","https://openalex.org/W4239067633","https://openalex.org/W6679708097","https://openalex.org/W6790348423"],"related_works":["https://openalex.org/W2890683224","https://openalex.org/W4241945896","https://openalex.org/W2394422641","https://openalex.org/W2578808763","https://openalex.org/W2096153544","https://openalex.org/W4247415845","https://openalex.org/W2017390988","https://openalex.org/W2003723290","https://openalex.org/W2160089643","https://openalex.org/W4231405437"],"abstract_inverted_index":{"Recent":[0,45],"years":[1],"include":[2],"the":[3,14,25,31,68,84,109,154],"world\u2019s":[4],"hottest":[5],"year,":[6],"while":[7],"they":[8],"have":[9,61,148],"been":[10,62,104,149],"marked":[11],"mainly,":[12],"besides":[13],"COVID-19":[15],"pandemic,":[16],"by":[17,24],"climate-related":[18],"disasters,":[19],"based":[20],"on":[21,91,106],"data":[22],"collected":[23],"Emergency":[26],"Events":[27],"Database":[28],"(EM-DAT).":[29],"Besides":[30],"human":[32],"losses,":[33],"disasters":[34],"cause":[35],"significant":[36],"and":[37,51,57,70,93,113,117,129,142],"often":[38,71],"catastrophic":[39,72],"socioeconomic":[40],"impacts,":[41],"including":[42],"economic":[43],"losses.":[44],"developments":[46],"in":[47,53,108],"artificial":[48],"intelligence":[49],"(AI)":[50],"especially":[52],"machine":[54],"learning":[55,59],"(ML)":[56],"deep":[58],"(DL)":[60],"used":[63],"to":[64,79],"better":[65],"cope":[66],"with":[67],"severe":[69],"impacts":[73],"of":[74,83,111,153],"disasters.":[75],"This":[76],"paper":[77],"aims":[78],"provide":[80],"an":[81],"overview":[82],"research":[85],"studies,":[86],"presented":[87],"since":[88],"2017,":[89],"focusing":[90],"ML":[92,141],"DL":[94,143],"developed":[95,140],"methods":[96],"for":[97,145,162],"disaster":[98,112,120,125,146],"management.":[99],"In":[100],"particular,":[101],"focus":[102],"has":[103],"given":[105],"studies":[107],"areas":[110],"hazard":[114],"prediction,":[115],"risk":[116],"vulnerability":[118],"assessment,":[119],"detection,":[121],"early":[122],"warning":[123],"systems,":[124],"monitoring,":[126],"damage":[127],"assessment":[128],"post-disaster":[130],"response":[131],"as":[132,134,158,160],"well":[133,159],"cases":[135],"studies.":[136],"Furthermore,":[137],"some":[138],"recently":[139],"applications":[144],"management":[147],"analyzed.":[150],"A":[151],"discussion":[152],"findings":[155],"is":[156],"provided":[157],"directions":[161],"further":[163],"research.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":34},{"year":2025,"cited_by_count":129},{"year":2024,"cited_by_count":81},{"year":2023,"cited_by_count":45},{"year":2022,"cited_by_count":8}],"updated_date":"2026-08-13T07:04:57.449891","created_date":"2022-05-10T00:00:00"}
