{"id":"https://openalex.org/W4294691767","doi":"https://doi.org/10.1109/taes.2022.3204224","title":"A Data-driven Integrated Safety Risk Warning Model based on Deep Learning for Civil Aircraft","display_name":"A Data-driven Integrated Safety Risk Warning Model based on Deep Learning for Civil Aircraft","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4294691767","doi":"https://doi.org/10.1109/taes.2022.3204224"},"language":"en","primary_location":{"id":"doi:10.1109/taes.2022.3204224","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taes.2022.3204224","pdf_url":null,"source":{"id":"https://openalex.org/S193624734","display_name":"IEEE Transactions on Aerospace and Electronic Systems","issn_l":"0018-9251","issn":["0018-9251","1557-9603","2371-9877"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Aerospace and Electronic 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/A5003221649","display_name":"Yuanyuan Guo","orcid":"https://orcid.org/0000-0003-3445-3553"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuanyuan Guo","raw_affiliation_strings":["College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061082516","display_name":"Youchao Sun","orcid":"https://orcid.org/0000-0002-8358-8019"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youchao Sun","raw_affiliation_strings":["College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081179271","display_name":"Yide He","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yide He","raw_affiliation_strings":["College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011665336","display_name":"Fangzhou Du","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangzhou Du","raw_affiliation_strings":["College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011367933","display_name":"Siyu Su","orcid":"https://orcid.org/0000-0002-5390-2898"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyu Su","raw_affiliation_strings":["College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017577255","display_name":"Chong Peng","orcid":"https://orcid.org/0000-0002-6942-7358"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chong Peng","raw_affiliation_strings":["College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5003221649"],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":4.2845,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.95030514,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.9983000159263611,"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":0.9983000159263611,"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/T10809","display_name":"Occupational Health and Safety Research","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9815000295639038,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/civil-aviation","display_name":"Civil aviation","score":0.6655818819999695},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.5618680119514465},{"id":"https://openalex.org/keywords/hazard","display_name":"Hazard","score":0.5257323980331421},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.5058467388153076},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.4987301826477051},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.4568087160587311},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4454715847969055},{"id":"https://openalex.org/keywords/failure-mode-and-effects-analysis","display_name":"Failure mode and effects analysis","score":0.4208715558052063},{"id":"https://openalex.org/keywords/system-safety","display_name":"System safety","score":0.41952624917030334},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3991280496120453},{"id":"https://openalex.org/keywords/aviation","display_name":"Aviation","score":0.360889732837677},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.30734971165657043},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08480075001716614}],"concepts":[{"id":"https://openalex.org/C512918668","wikidata":"https://www.wikidata.org/wiki/Q206814","display_name":"Civil aviation","level":3,"score":0.6655818819999695},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.5618680119514465},{"id":"https://openalex.org/C49261128","wikidata":"https://www.wikidata.org/wiki/Q1132455","display_name":"Hazard","level":2,"score":0.5257323980331421},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.5058467388153076},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.4987301826477051},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4568087160587311},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4454715847969055},{"id":"https://openalex.org/C66283442","wikidata":"https://www.wikidata.org/wiki/Q1389268","display_name":"Failure mode and effects analysis","level":2,"score":0.4208715558052063},{"id":"https://openalex.org/C132835097","wikidata":"https://www.wikidata.org/wiki/Q7663745","display_name":"System safety","level":2,"score":0.41952624917030334},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3991280496120453},{"id":"https://openalex.org/C74448152","wikidata":"https://www.wikidata.org/wiki/Q765633","display_name":"Aviation","level":2,"score":0.360889732837677},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.30734971165657043},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08480075001716614},{"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","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/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/taes.2022.3204224","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taes.2022.3204224","pdf_url":null,"source":{"id":"https://openalex.org/S193624734","display_name":"IEEE Transactions on Aerospace and Electronic Systems","issn_l":"0018-9251","issn":["0018-9251","1557-9603","2371-9877"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Aerospace and Electronic Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3520620420","display_name":null,"funder_award_id":"U2033202","funder_id":"https://openalex.org/F4320324522","funder_display_name":"Civil Aviation Administration of China"},{"id":"https://openalex.org/G4108363179","display_name":null,"funder_award_id":"U1333119","funder_id":"https://openalex.org/F4320324522","funder_display_name":"Civil Aviation Administration of China"},{"id":"https://openalex.org/G8518692513","display_name":null,"funder_award_id":"61400020402","funder_id":"https://openalex.org/F4320325551","funder_display_name":"National Defense Pre-Research Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324522","display_name":"Civil Aviation Administration of China","ror":"https://ror.org/05gfwht30"},{"id":"https://openalex.org/F4320325551","display_name":"National Defense Pre-Research Foundation of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W836050125","https://openalex.org/W1965067893","https://openalex.org/W1975531679","https://openalex.org/W2018447323","https://openalex.org/W2061230881","https://openalex.org/W2160276475","https://openalex.org/W2409244668","https://openalex.org/W2411741275","https://openalex.org/W2607250931","https://openalex.org/W2608411352","https://openalex.org/W2797960738","https://openalex.org/W2905203553","https://openalex.org/W2910142614","https://openalex.org/W2948678706","https://openalex.org/W2963500514","https://openalex.org/W2963832956","https://openalex.org/W2968245992","https://openalex.org/W2989773666","https://openalex.org/W3000241400","https://openalex.org/W3005983548","https://openalex.org/W3013421259","https://openalex.org/W3032490630","https://openalex.org/W3092008631","https://openalex.org/W3094072640","https://openalex.org/W3094131103","https://openalex.org/W3097226864","https://openalex.org/W3120241129","https://openalex.org/W3129020821","https://openalex.org/W3132373333","https://openalex.org/W4246552215","https://openalex.org/W4391048589"],"related_works":["https://openalex.org/W4212957699","https://openalex.org/W4213075786","https://openalex.org/W4213178924","https://openalex.org/W4213274421","https://openalex.org/W4213267779","https://openalex.org/W4213057903","https://openalex.org/W4213021151","https://openalex.org/W4205466024","https://openalex.org/W4213262575","https://openalex.org/W2479339367"],"abstract_inverted_index":{"With":[0],"the":[1,34,42,51,91,100,123,133,142,146,152,156,162,165,174,182,194],"extensive":[2],"application":[3,44],"of":[4,11,37,45,55,93,125,135,138,151,186,197],"sensor":[5],"technology,":[6],"airlines":[7],"accumulate":[8],"a":[9,78],"lot":[10],"flight":[12,136],"data":[13,65,95],"during":[14],"fleet":[15],"operations.":[16],"Quick":[17],"Access":[18],"Recorder":[19],"(QAR)":[20],"is":[21,47,170],"an":[22],"important":[23],"basis":[24],"for":[25],"aircraft":[26,39,97,188,199],"state":[27],"estimation":[28],"and":[29,53,71,96,103,112,116,131,148,179],"safety":[30,67,81,166,195],"assessment,":[31],"it":[32,58],"records":[33],"operating":[35],"status":[36],"various":[38],"systems.":[40],"However,":[41],"current":[43],"QAR":[46,94],"mainly":[48],"reflected":[49],"in":[50,190],"investigation":[52],"verification":[54],"accidents,":[56],"but":[57],"fails":[59],"to":[60,66,121,144,172,192],"apply":[61],"such":[62],"continuous":[63],"real-time":[64],"monitoring,":[68],"risk":[69,82,147,149,167,175],"prediction,":[70],"early":[72],"warning.":[73],"Therefore,":[74],"this":[75],"paper":[76],"proposes":[77],"data-driven":[79],"integrated":[80],"warning":[83,168],"model":[84,169],"based":[85],"on":[86],"deep":[87],"learning.":[88],"Combined":[89],"with":[90],"characteristics":[92],"system":[98,129],"failures,":[99],"failure":[101],"mode":[102],"impact":[104],"analysis":[105,109],"(FMEA),":[106],"cause":[107],"chain":[108],"(CCA),":[110],"long":[111],"short-term":[113],"memory":[114],"(LSTM),":[115],"other":[117],"methods":[118],"are":[119],"used":[120],"describe":[122],"development":[124],"risks":[126],"caused":[127],"by":[128],"failures":[130],"predict":[132,145],"trend":[134],"parameters":[137],"each":[139],"system,":[140],"improve":[141,193],"ability":[143],"severity":[150],"aviation":[153],"system.":[154],"Taking":[155],"Aircraft":[157],"Refrigeration":[158],"System":[159],"(ARS)":[160],"as":[161],"case":[163],"object,":[164],"validated":[171],"calculate":[173],"level":[176,196],"may":[177],"face":[178],"find":[180],"out":[181],"hidden":[183],"hazard":[184],"sources":[185],"civil":[187,198],"operation":[189,200],"advance,":[191]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}