{"id":"https://openalex.org/W4391936124","doi":"https://doi.org/10.1109/access.2024.3367447","title":"Recognition of Different Turning Behaviors of Pilots Based on Flight Simulator and fNIRS Data","display_name":"Recognition of Different Turning Behaviors of Pilots Based on Flight Simulator and fNIRS Data","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391936124","doi":"https://doi.org/10.1109/access.2024.3367447"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3367447","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3367447","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10440066.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10440066.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102671880","display_name":"Jiajun Yuan","orcid":"https://orcid.org/0000-0002-9576-7890"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]},{"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":"Jiajun Yuan","raw_affiliation_strings":["Flight Technology College, Civil Aviation Flight University of China, Guanghan, Sichuan, China","School of Transportation & Logistics, Southwest Jiaotong University, Chengdu, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flight Technology College, Civil Aviation Flight University of China, Guanghan, Sichuan, China","institution_ids":["https://openalex.org/I58995867"]},{"raw_affiliation_string":"School of Transportation & Logistics, Southwest Jiaotong University, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023187926","display_name":"Xijun Ke","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":"Xijun Ke","raw_affiliation_strings":["Flight Technology College, Civil Aviation Flight University of China, Guanghan, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flight Technology College, Civil Aviation Flight University of China, Guanghan, Sichuan, China","institution_ids":["https://openalex.org/I58995867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100337325","display_name":"Chenyang Zhang","orcid":"https://orcid.org/0000-0003-3409-5493"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyang Zhang","raw_affiliation_strings":["School of Transportation and Logistics, Southwest Jiaotong University, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0003-3409-5493","affiliations":[{"raw_affiliation_string":"School of Transportation and Logistics, Southwest Jiaotong University, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101578068","display_name":"Qingfeng Zhang","orcid":"https://orcid.org/0000-0003-4508-3754"},"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":"Qingfeng Zhang","raw_affiliation_strings":["Flight Technology College, Civil Aviation Flight University of China, Guanghan, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flight Technology College, Civil Aviation Flight University of China, Guanghan, Sichuan, China","institution_ids":["https://openalex.org/I58995867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102792803","display_name":"Chaozhe Jiang","orcid":"https://orcid.org/0000-0002-6340-8914"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaozhe Jiang","raw_affiliation_strings":["School of Transportation and Logistics, Southwest Jiaotong University, Chengdu, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0002-6340-8914","affiliations":[{"raw_affiliation_string":"School of Transportation and Logistics, Southwest Jiaotong University, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032450667","display_name":"Weiwei Cao","orcid":"https://orcid.org/0000-0001-6559-6448"},"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":"Weiwei Cao","raw_affiliation_strings":["Key Laboratory of Flight Techniques and Flight Safety, Civil Aviation Flight University of China, Guanghan, Sichuan, China"],"raw_orcid":"https://orcid.org/0000-0001-6559-6448","affiliations":[{"raw_affiliation_string":"Key Laboratory of Flight Techniques and Flight Safety, Civil Aviation Flight University of China, Guanghan, Sichuan, China","institution_ids":["https://openalex.org/I58995867"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":11.6459,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.97734863,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"32881","last_page":"32893"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12125","display_name":"Aerospace and Aviation Technology","score":0.9758999943733215,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12125","display_name":"Aerospace and Aviation Technology","score":0.9758999943733215,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12006","display_name":"Ergonomics and Musculoskeletal Disorders","score":0.9390000104904175,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12138","display_name":"Occupational Health and Performance","score":0.9363999962806702,"subfield":{"id":"https://openalex.org/subfields/3609","display_name":"Occupational Therapy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7064197063446045},{"id":"https://openalex.org/keywords/flight-simulator","display_name":"Flight simulator","score":0.6875666379928589},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.5480650663375854},{"id":"https://openalex.org/keywords/driving-simulation","display_name":"Driving simulation","score":0.43657395243644714},{"id":"https://openalex.org/keywords/driving-simulator","display_name":"Driving simulator","score":0.4336317479610443},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.36636635661125183},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3408960700035095}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7064197063446045},{"id":"https://openalex.org/C41376638","wikidata":"https://www.wikidata.org/wiki/Q214932","display_name":"Flight simulator","level":2,"score":0.6875666379928589},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.5480650663375854},{"id":"https://openalex.org/C2986187985","wikidata":"https://www.wikidata.org/wiki/Q2081815","display_name":"Driving simulation","level":2,"score":0.43657395243644714},{"id":"https://openalex.org/C2780689630","wikidata":"https://www.wikidata.org/wiki/Q2081815","display_name":"Driving simulator","level":2,"score":0.4336317479610443},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.36636635661125183},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3408960700035095}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3367447","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3367447","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10440066.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:aab8d58e9d594551a090683eaa67a8cd","is_oa":true,"landing_page_url":"https://doaj.org/article/aab8d58e9d594551a090683eaa67a8cd","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":"IEEE Access, Vol 12, Pp 32881-32893 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3367447","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3367447","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10440066.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1798761239","display_name":null,"funder_award_id":"FZ2022ZX04","funder_id":"https://openalex.org/F4320324522","funder_display_name":"Civil Aviation Administration of China"},{"id":"https://openalex.org/G8406921334","display_name":null,"funder_award_id":"FZ2022ZX54","funder_id":"https://openalex.org/F4320324522","funder_display_name":"Civil Aviation Administration of China"}],"funders":[{"id":"https://openalex.org/F4320322720","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693"},{"id":"https://openalex.org/F4320324522","display_name":"Civil Aviation Administration of China","ror":"https://ror.org/05gfwht30"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391936124.pdf","grobid_xml":"https://content.openalex.org/works/W4391936124.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W2038637938","https://openalex.org/W2129115876","https://openalex.org/W2323397800","https://openalex.org/W2754553500","https://openalex.org/W2790478623","https://openalex.org/W2805875643","https://openalex.org/W2901610515","https://openalex.org/W2906458807","https://openalex.org/W2920008103","https://openalex.org/W2925120686","https://openalex.org/W2929429695","https://openalex.org/W2962747930","https://openalex.org/W2965719171","https://openalex.org/W2980651562","https://openalex.org/W2995108415","https://openalex.org/W3007347426","https://openalex.org/W3017377591","https://openalex.org/W3021758282","https://openalex.org/W3025037941","https://openalex.org/W3037017615","https://openalex.org/W3039186463","https://openalex.org/W3040761472","https://openalex.org/W3045064651","https://openalex.org/W3052908524","https://openalex.org/W3102716225","https://openalex.org/W3115122206","https://openalex.org/W3125533557","https://openalex.org/W3127064341","https://openalex.org/W3134550510","https://openalex.org/W3153004290","https://openalex.org/W3161914284","https://openalex.org/W3167673040","https://openalex.org/W3209029047","https://openalex.org/W3212879305","https://openalex.org/W4210731705","https://openalex.org/W4213454012","https://openalex.org/W4214913165","https://openalex.org/W4221108990","https://openalex.org/W4282552649","https://openalex.org/W4285161217","https://openalex.org/W4293089434","https://openalex.org/W4312117521","https://openalex.org/W4312618686","https://openalex.org/W4400134761"],"related_works":["https://openalex.org/W2049439362","https://openalex.org/W3009214786","https://openalex.org/W2800573625","https://openalex.org/W206486660","https://openalex.org/W2069346637","https://openalex.org/W1980239608","https://openalex.org/W2145001921","https://openalex.org/W1982900306","https://openalex.org/W2055786546","https://openalex.org/W2392262903"],"abstract_inverted_index":{"Pilot":[0],"operational":[1],"behaviour":[2,10,50,213],"directly":[3],"affects":[4],"aviation":[5],"safety,":[6],"and":[7,15,28,51,59,85,93,106,127,200,214],"exploring":[8],"pilot":[9,17,48,73,81,212,222],"can":[11],"help":[12],"decode,":[13],"model,":[14,135],"predict":[16,29],"behavioural":[18],"decisions.":[19],"Therefore,":[20],"it":[21],"is":[22],"necessary":[23],"to":[24,43,190],"recognize":[25],"pilots\u2019":[26],"states":[27],"the":[30,45,94,122,132,136,142,145,155,160,175,180,185,208],"behaviours":[31,103,183],"responsible":[32],"for":[33,129,141,220],"state":[34],"changes.":[35],"Purpose:":[36],"The":[37],"purpose":[38],"of":[39,144,171,184,211],"this":[40],"study":[41],"was":[42],"investigate":[44],"relationship":[46],"between":[47],"operating":[49],"brain":[52],"activity.":[53],"Using":[54],"a":[55,90,169],"flight":[56,91],"simulator":[57],"(DA42)":[58],"noninvasive":[60],"functional":[61],"near-infrared":[62],"spectroscopy":[63],"(fNIRS),":[64],"changes":[65,95,123],"in":[66,71,89,96,124,192],"physiological":[67,218],"signals":[68],"were":[69,104,119,139,187],"measured":[70],"25":[72],"cadets":[74,82],"during":[75,100],"different":[76,101,181],"turning":[77,87,102,147,182],"tasks.":[78],"Methods:":[79],"Twenty-five":[80],"completed":[83],"left":[84],"right":[86],"tasks":[88],"simulator,":[92],"blood":[97],"oxygen":[98],"concentration":[99,126],"analysed":[105],"modelled":[107],"using":[108],"machine":[109],"learning":[110],"models.":[111],"Results:":[112],"Feature":[113],"samples":[114],"with":[115,166,174],"significant":[116],"differences":[117],"(p<0.05)":[118],"extracted":[120],"from":[121],"oxyhaemoglobin":[125],"selected":[128],"input":[130],"into":[131,207],"SVM-linear":[133],"classification":[134,157],"best":[137],"results":[138],"achieved":[140],"recognition":[143],"pilot\u2019s":[146],"behaviour.":[148],"After":[149],"stratification":[150],"based":[151],"on":[152],"feature":[153],"importance,":[154],"SVM-RBF":[156],"model":[158],"obtained":[159],"highest":[161,176],"accuracy":[162],"(92.6%)":[163],"after":[164],"training":[165],"inputs":[167],"containing":[168],"subset":[170],"features":[172],"(60%)":[173],"importance.":[177],"In":[178],"addition,":[179],"pilots":[186],"closely":[188],"related":[189],"activity":[191],"Brodmann":[193],"area":[194],"17":[195],"(BA":[196],"17),":[197],"BA":[198,201],"18":[199],"46.":[202],"These":[203],"findings":[204],"provide":[205,215],"insight":[206],"neuroscientific":[209],"mechanisms":[210],"an":[216],"important":[217],"reference":[219],"improving":[221],"training.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
