{"id":"https://openalex.org/W4406960445","doi":"https://doi.org/10.1080/03081079.2025.2456960","title":"Identifying causes of aviation safety events using wW2V-tCNN with data augmentation","display_name":"Identifying causes of aviation safety events using wW2V-tCNN with data augmentation","publication_year":2025,"publication_date":"2025-01-29","ids":{"openalex":"https://openalex.org/W4406960445","doi":"https://doi.org/10.1080/03081079.2025.2456960"},"language":"en","primary_location":{"id":"doi:10.1080/03081079.2025.2456960","is_oa":false,"landing_page_url":"https://doi.org/10.1080/03081079.2025.2456960","pdf_url":null,"source":{"id":"https://openalex.org/S145553572","display_name":"International Journal of General Systems","issn_l":"0308-1079","issn":["0308-1079","1026-7492","1563-5104"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of General Systems","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/A5008377095","display_name":"Sheng\u2010Hua Xiong","orcid":"https://orcid.org/0000-0002-6293-1295"},"institutions":[{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng-Hua Xiong","raw_affiliation_strings":["Civil Aviation Flight University of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Aviation Flight University of China","institution_ids":["https://openalex.org/I58995867"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xi-Hang Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I58995867","display_name":"Civil Aviation Flight University of China","ror":"https://ror.org/01xyb1v19","country_code":"CN","type":"education","lineage":["https://openalex.org/I58995867"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi-Hang Wei","raw_affiliation_strings":["Civil Aviation Flight University of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Aviation Flight University of China","institution_ids":["https://openalex.org/I58995867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085527500","display_name":"Zhen\u2010Song Chen","orcid":"https://orcid.org/0000-0003-4360-5459"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["CN","MO"],"is_corresponding":true,"raw_author_name":"Zhen-Song Chen","raw_affiliation_strings":["City University of Macau","Wuhan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of Macau","institution_ids":["https://openalex.org/I6469544"]},{"raw_affiliation_string":"Wuhan University","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074485816","display_name":"Hao Zhang","orcid":"https://orcid.org/0000-0002-6798-066X"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Zhang","raw_affiliation_strings":["Wuhan University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Technology","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003799782","display_name":"Witold Pedrycz","orcid":"https://orcid.org/0000-0002-9335-9930"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]},{"id":"https://openalex.org/I4210121333","display_name":"Istinye University","ror":"https://ror.org/03081nz23","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210121333"]},{"id":"https://openalex.org/I66083562","display_name":"Systems Research Institute","ror":"https://ror.org/0111cp837","country_code":"PL","type":"facility","lineage":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["CA","PL","TR"],"is_corresponding":false,"raw_author_name":"Witold Pedrycz","raw_affiliation_strings":["Istinye University","System Research Institute, Polish Academy of Sciences, Warsaw, Poland;","University of Alberta"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istinye University","institution_ids":["https://openalex.org/I4210121333"]},{"raw_affiliation_string":"System Research Institute, Polish Academy of Sciences, Warsaw, Poland;","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"raw_affiliation_string":"University of Alberta","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037363327","display_name":"Miros\u0142aw J. Skibniewski","orcid":"https://orcid.org/0000-0002-7102-753X"},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]},{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL","TW","US"],"is_corresponding":false,"raw_author_name":"Miros\u0142aw J. Skibniewski","raw_affiliation_strings":["Chaoyang University of Technology","Polish Academy of Sciences","University of Maryland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Polish Academy of Sciences","institution_ids":["https://openalex.org/I99542240"]},{"raw_affiliation_string":"University of Maryland","institution_ids":["https://openalex.org/I66946132"]}]}],"institutions":[],"countries_distinct_count":7,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5085527500"],"corresponding_institution_ids":["https://openalex.org/I37461747","https://openalex.org/I6469544"],"apc_list":null,"apc_paid":null,"fwci":1.6161,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.84398472,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"55","issue":"1","first_page":"18","last_page":"47"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9805999994277954,"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/T12597","display_name":"Fire Detection and Safety Systems","score":0.9718000292778015,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/aviation","display_name":"Aviation","score":0.5404624938964844},{"id":"https://openalex.org/keywords/aviation-safety","display_name":"Aviation safety","score":0.5003588199615479},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46604669094085693},{"id":"https://openalex.org/keywords/aeronautics","display_name":"Aeronautics","score":0.34334003925323486},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3222397267818451},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23951154947280884},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.061500489711761475}],"concepts":[{"id":"https://openalex.org/C74448152","wikidata":"https://www.wikidata.org/wiki/Q765633","display_name":"Aviation","level":2,"score":0.5404624938964844},{"id":"https://openalex.org/C538199239","wikidata":"https://www.wikidata.org/wiki/Q640853","display_name":"Aviation safety","level":3,"score":0.5003588199615479},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46604669094085693},{"id":"https://openalex.org/C178802073","wikidata":"https://www.wikidata.org/wiki/Q8421","display_name":"Aeronautics","level":1,"score":0.34334003925323486},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3222397267818451},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23951154947280884},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.061500489711761475}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/03081079.2025.2456960","is_oa":false,"landing_page_url":"https://doi.org/10.1080/03081079.2025.2456960","pdf_url":null,"source":{"id":"https://openalex.org/S145553572","display_name":"International Journal of General Systems","issn_l":"0308-1079","issn":["0308-1079","1026-7492","1563-5104"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of General Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3586435306","display_name":null,"funder_award_id":"U2333210","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5242495867","display_name":"\u62e5\u5835\u73af\u5883\u4e0b\u670d\u52a1\u884c\u4e3a\u7279\u5f81\u5f62\u6210\u673a\u7406\u4e0e\u6392\u961f\u7cfb\u7edf\u63a7\u5236\u7b56\u7565\u7814\u7a76\uff1a\u4ee5\u4e09\u5ce1\u8239\u95f8\u4e3a\u4f8b","funder_award_id":"71901165","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7937250233","display_name":null,"funder_award_id":"72171182","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8280161311","display_name":null,"funder_award_id":"2023YFE0208300","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":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W295894637","https://openalex.org/W1614298861","https://openalex.org/W1832693441","https://openalex.org/W2131744502","https://openalex.org/W2133564696","https://openalex.org/W2229162816","https://openalex.org/W2462891382","https://openalex.org/W2751203565","https://openalex.org/W2767106145","https://openalex.org/W2768119973","https://openalex.org/W2781571166","https://openalex.org/W2883745363","https://openalex.org/W2898324627","https://openalex.org/W2970641574","https://openalex.org/W2980748755","https://openalex.org/W3000718063","https://openalex.org/W3012808012","https://openalex.org/W3018957889","https://openalex.org/W3043763597","https://openalex.org/W3080427797","https://openalex.org/W3127899369","https://openalex.org/W3136182229","https://openalex.org/W3152268000","https://openalex.org/W3173510136","https://openalex.org/W3182780832","https://openalex.org/W3192897038","https://openalex.org/W3199204576","https://openalex.org/W3201915713","https://openalex.org/W3212108714","https://openalex.org/W4224245290","https://openalex.org/W4233022152","https://openalex.org/W4291639872","https://openalex.org/W4291801891","https://openalex.org/W4294237126","https://openalex.org/W4295296320","https://openalex.org/W4309773749","https://openalex.org/W4312333482","https://openalex.org/W4320918803","https://openalex.org/W4390478210","https://openalex.org/W4391797849"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2254414496","https://openalex.org/W2890665354","https://openalex.org/W591202335","https://openalex.org/W319941286","https://openalex.org/W587136344","https://openalex.org/W851444952","https://openalex.org/W3184101823","https://openalex.org/W2228139345","https://openalex.org/W78353031"],"abstract_inverted_index":{"Identifying":[0],"the":[1,31,64],"causes":[2,32],"of":[3,33,112],"these":[4],"safety":[5,10,36,136,147],"events":[6,37],"is":[7,51,71,98],"crucial":[8],"for":[9,16,100,135],"agencies":[11,137],"to":[12,18,29,140],"create":[13],"recommendations":[14],"and":[15,21,45,89,109,114,119,127,138,142],"airlines":[17,139],"enhance":[19],"procedures":[20],"mitigate":[22,144],"hazards.":[23],"This":[24,69,129],"paper":[25],"proposes":[26],"a":[27,39,77,93],"model":[28,106,130],"identify":[30],"civil":[34,145],"aviation":[35,146],"using":[38,76],"weighted":[40,78],"Word2Vec-based":[41],"Text-CNN":[42,74],"(wW2V-tCNN)":[43],"algorithm":[44],"data":[46,101],"augmentation":[47],"techniques.":[48],"A":[49],"corpus":[50,70],"built":[52],"by":[53],"matching":[54],"narrative":[55],"texts":[56],"from":[57,63],"investigation":[58],"reports":[59],"with":[60],"cause":[61],"labels":[62],"Aviation":[65],"Safety":[66],"Network":[67],"database.":[68],"transformed":[72],"into":[73],"inputs":[75],"sentence":[79],"vector":[80],"method":[81,97],"based":[82],"on":[83],"word":[84,87],"embeddings,":[85],"considering":[86],"frequency":[88],"part-of-speech":[90],"weighting.":[91],"Additionally,":[92],"novel":[94],"document":[95],"balancing":[96],"introduced":[99],"augmentation.":[102],"The":[103],"proposed":[104],"identification":[105],"achieves":[107],"Macro-F1":[108],"Macro-accuracy":[110],"scores":[111],"0.9803":[113],"0.9699,":[115],"outperforming":[116],"traditional":[117],"methods":[118],"showing":[120],"significant":[121],"improvement":[122],"over":[123],"models":[124],"like":[125],"Doc2vec":[126],"SBERT.":[128],"provides":[131],"an":[132],"accurate":[133],"tool":[134],"analyze":[141],"effectively":[143],"events.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-14T06:11:07.267592","created_date":"2025-10-10T00:00:00"}
