{"id":"https://openalex.org/W4281288537","doi":"https://doi.org/10.1145/3517077.3517099","title":"Fatigue Driving Vigilance Detection Using Convolutional Neural Networks and Scalp EEG Signals","display_name":"Fatigue Driving Vigilance Detection Using Convolutional Neural Networks and Scalp EEG Signals","publication_year":2022,"publication_date":"2022-01-14","ids":{"openalex":"https://openalex.org/W4281288537","doi":"https://doi.org/10.1145/3517077.3517099"},"language":"en","primary_location":{"id":"doi:10.1145/3517077.3517099","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3517077.3517099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 7th International Conference on Multimedia and Image Processing","raw_type":"proceedings-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/A5101663966","display_name":"Yue Fang","orcid":"https://orcid.org/0009-0008-3534-4416"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Fang","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","Tianjin Key Laboratory of Information Sensing&#38"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","institution_ids":["https://openalex.org/I133270356"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&#38","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060490035","display_name":"Chunxiao Han","orcid":null},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunxiao Han","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","Tianjin Key Laboratory of Information Sensing&#38"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","institution_ids":["https://openalex.org/I133270356"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&#38","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100375035","display_name":"Jing Liu","orcid":"https://orcid.org/0000-0002-6720-2171"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Liu","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","Tianjin Key Laboratory of Information Sensing&#38"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","institution_ids":["https://openalex.org/I133270356"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&#38","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013908505","display_name":"Fengjuan Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengjuan Guo","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","Tianjin Key Laboratory of Information Sensing&#38"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","institution_ids":["https://openalex.org/I133270356"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&#38","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019373318","display_name":"Yingmei Qin","orcid":"https://orcid.org/0000-0001-9912-4780"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingmei Qin","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","Tianjin Key Laboratory of Information Sensing&#38"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","institution_ids":["https://openalex.org/I133270356"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&#38","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030231985","display_name":"Yanqiu Che","orcid":"https://orcid.org/0000-0002-5988-7908"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanqiu Che","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","Tianjin Key Laboratory of Information Sensing&#38"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&amp;#38;Intelligent Control,School of Automation and Electrical Engineering, Tianjin University of Technology and Education, China","institution_ids":["https://openalex.org/I133270356"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing&#38","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05840845,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"137","last_page":"142"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T12597","display_name":"Fire Detection and Safety Systems","score":0.9632999897003174,"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"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9469000101089478,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8033825159072876},{"id":"https://openalex.org/keywords/spectrogram","display_name":"Spectrogram","score":0.797907829284668},{"id":"https://openalex.org/keywords/vigilance","display_name":"Vigilance (psychology)","score":0.7663317322731018},{"id":"https://openalex.org/keywords/short-time-fourier-transform","display_name":"Short-time Fourier transform","score":0.7225170731544495},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6999731063842773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6890134811401367},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6353565454483032},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5819913744926453},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5671709775924683},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5229694843292236},{"id":"https://openalex.org/keywords/fourier-transform","display_name":"Fourier transform","score":0.2861518859863281},{"id":"https://openalex.org/keywords/fourier-analysis","display_name":"Fourier analysis","score":0.1542358696460724},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14037558436393738},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07931786775588989}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8033825159072876},{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.797907829284668},{"id":"https://openalex.org/C192769605","wikidata":"https://www.wikidata.org/wiki/Q1418914","display_name":"Vigilance (psychology)","level":2,"score":0.7663317322731018},{"id":"https://openalex.org/C166386157","wikidata":"https://www.wikidata.org/wiki/Q1477735","display_name":"Short-time Fourier transform","level":4,"score":0.7225170731544495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6999731063842773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6890134811401367},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6353565454483032},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5819913744926453},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5671709775924683},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5229694843292236},{"id":"https://openalex.org/C102519508","wikidata":"https://www.wikidata.org/wiki/Q6520159","display_name":"Fourier transform","level":2,"score":0.2861518859863281},{"id":"https://openalex.org/C203024314","wikidata":"https://www.wikidata.org/wiki/Q1365258","display_name":"Fourier analysis","level":3,"score":0.1542358696460724},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14037558436393738},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07931786775588989},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3517077.3517099","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3517077.3517099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 7th International Conference on Multimedia and Image Processing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8700000047683716,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G7890432515","display_name":null,"funder_award_id":"62103301","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":20,"referenced_works":["https://openalex.org/W2026497687","https://openalex.org/W2037030128","https://openalex.org/W2042235787","https://openalex.org/W2062118960","https://openalex.org/W2080857570","https://openalex.org/W2112796928","https://openalex.org/W2253429366","https://openalex.org/W2490420619","https://openalex.org/W2618530766","https://openalex.org/W2623656704","https://openalex.org/W2741907166","https://openalex.org/W2768746621","https://openalex.org/W2770568736","https://openalex.org/W2774728143","https://openalex.org/W2781513423","https://openalex.org/W2962698265","https://openalex.org/W2963200485","https://openalex.org/W2980846716","https://openalex.org/W2998304262","https://openalex.org/W3125832420"],"related_works":["https://openalex.org/W2120540196","https://openalex.org/W3095343173","https://openalex.org/W2381036744","https://openalex.org/W2288135719","https://openalex.org/W2323749021","https://openalex.org/W2533590149","https://openalex.org/W2901989338","https://openalex.org/W82005754","https://openalex.org/W2334448276","https://openalex.org/W3034641760"],"abstract_inverted_index":{"Fatigue":[0],"driving":[1],"is":[2],"one":[3],"of":[4,70,79,110],"the":[5,24,32,36,47,53,68,71,87,91,100,111,117],"important":[6],"factors":[7],"that":[8],"cause":[9],"traffic":[10],"accidents.":[11],"To":[12],"solve":[13],"this":[14,16],"problem,":[15],"paper":[17],"proposes":[18],"a":[19],"classification":[20,63],"model":[21,55,74,113],"based":[22],"on":[23],"traditional":[25],"convolutional":[26],"neural":[27],"network":[28],"(CNN)":[29],"to":[30],"distinguish":[31],"vigilance":[33],"state.":[34],"First,":[35],"raw":[37],"electroencephalogram":[38],"(EEG)":[39],"signals":[40],"were":[41],"converted":[42],"into":[43],"two-dimensional":[44],"spectrograms":[45],"by":[46,116],"short-time":[48],"Fourier":[49],"transform":[50],"(STFT).":[51],"Then,":[52],"CNN":[54,73,112],"was":[56,75,85,89,97,103,114],"used":[57],"for":[58],"automatic":[59],"features":[60],"extraction":[61],"and":[62,99],"from":[64],"these":[65],"spectrograms.":[66],"Finally,":[67],"performance":[69],"trained":[72],"evaluated.":[76],"The":[77,108],"average":[78,92],"area":[80],"under":[81],"ROC":[82],"Curve":[83],"(AUC)":[84],"1,":[86],"sensitivity":[88],"91.4%,":[90],"false":[93],"prediction":[94],"rate":[95,102],"(FPR)":[96],"0.02/h,":[98],"accuracy":[101],"as":[104,106],"high":[105],"97%.":[107],"effectiveness":[109],"verified":[115],"evaluation":[118],"results.":[119]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
