{"id":"https://openalex.org/W3004459648","doi":"https://doi.org/10.1109/bibm47256.2019.8982938","title":"Cascaded Convolutional Neural Network with Attention Mechanism for Mobile EEG-based Driver Drowsiness Detection System","display_name":"Cascaded Convolutional Neural Network with Attention Mechanism for Mobile EEG-based Driver Drowsiness Detection System","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W3004459648","doi":"https://doi.org/10.1109/bibm47256.2019.8982938","mag":"3004459648"},"language":"en","primary_location":{"id":"doi:10.1109/bibm47256.2019.8982938","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm47256.2019.8982938","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5057275545","display_name":"Sirui Ding","orcid":"https://orcid.org/0000-0001-5827-8214"},"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"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sirui Ding","raw_affiliation_strings":["School of Computer Science, Wuhan University,Wuhan,China","School of Computer Science, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101999635","display_name":"Zhiyong Yuan","orcid":"https://orcid.org/0000-0001-9608-6037"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyong Yuan","raw_affiliation_strings":["School of Computer Science, Wuhan University,Wuhan,China","School of Computer Science, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038805200","display_name":"Panfeng An","orcid":"https://orcid.org/0000-0001-5039-1810"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Panfeng An","raw_affiliation_strings":["School of Computer Science, Wuhan University,Wuhan,China","School of Computer Science, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080417102","display_name":"Guotong Xue","orcid":null},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guotong Xue","raw_affiliation_strings":["School of Computer Science, Wuhan University,Wuhan,China","School of Computer Science, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100522192","display_name":"Wenxiang Sun","orcid":"https://orcid.org/0009-0004-8461-1649"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenxiang Sun","raw_affiliation_strings":["School of Computer Science, Wuhan University,Wuhan,China","School of Computer Science, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079643583","display_name":"Jianhui Zhao","orcid":"https://orcid.org/0000-0002-5275-4846"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhui Zhao","raw_affiliation_strings":["School of Computer Science, Wuhan University,Wuhan,China","School of Computer Science, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5057275545"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":2.303,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.88849691,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1457","last_page":"1464"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9991999864578247,"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":0.9991999864578247,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9699000120162964,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/computer-science","display_name":"Computer science","score":0.6904748678207397},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6549695134162903},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6174218654632568},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5812710523605347},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.5609087944030762},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5459035038948059},{"id":"https://openalex.org/keywords/mobile-phone","display_name":"Mobile phone","score":0.48195120692253113},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.46201837062835693},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.45113450288772583},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4353610873222351},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4049738645553589},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39764851331710815},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.34803900122642517},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3466987609863281},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.0981931984424591},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08416593074798584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6904748678207397},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6549695134162903},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6174218654632568},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5812710523605347},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.5609087944030762},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5459035038948059},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.48195120692253113},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.46201837062835693},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.45113450288772583},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4353610873222351},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4049738645553589},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39764851331710815},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.34803900122642517},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3466987609863281},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0981931984424591},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08416593074798584},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm47256.2019.8982938","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm47256.2019.8982938","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.6000000238418579}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1836465849","https://openalex.org/W1904701389","https://openalex.org/W2023133322","https://openalex.org/W2076079247","https://openalex.org/W2112796928","https://openalex.org/W2119202802","https://openalex.org/W2144691514","https://openalex.org/W2160936727","https://openalex.org/W2162800060","https://openalex.org/W2163605009","https://openalex.org/W2396351021","https://openalex.org/W2403001746","https://openalex.org/W2470673105","https://openalex.org/W2513213398","https://openalex.org/W2554891422","https://openalex.org/W2618530766","https://openalex.org/W2802132828","https://openalex.org/W2886857653","https://openalex.org/W2898460312","https://openalex.org/W2898665421","https://openalex.org/W2898816678","https://openalex.org/W2908578648","https://openalex.org/W2922251765","https://openalex.org/W2946145373","https://openalex.org/W2949117887","https://openalex.org/W4289244089","https://openalex.org/W6677822101","https://openalex.org/W6729900803"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W2481123202"],"abstract_inverted_index":{"The":[0,17,90,108,135,164,192,224],"road":[1],"accidents":[2,32],"are":[3,230],"a":[4,42,87,121,233],"common":[5],"cause":[6],"to":[7,82,132,171,188,201,244],"the":[8,25,36,52,66,79,84,105,126,145,153,167,177,182,186,189,199,203,206,216,221],"injury":[9],"and":[10,61,114,129,151,161,180,227,246],"death":[11],"of":[12,54,140,148,158,205,213],"people.":[13],"As":[14],"reported":[15],"by":[16,71,104,116],"American":[18],"National":[19],"Highway":[20],"Traffic":[21],"Safety":[22],"Administration":[23],"(NHTSA),":[24],"drivers":[26,44,217],"drowsiness":[27,45,85],"accounts":[28],"for":[29,198],"nearly":[30],"100,000":[31],"per":[33],"year":[34],"in":[35,48],"United":[37],"States.":[38],"Thus,":[39],"we":[40,93],"present":[41,237],"novel":[43],"detection":[46],"system":[47,137,209],"this":[49],"paper":[50],"using":[51],"techniques":[53],"deep":[55,67],"learning(DL),":[56],"mobile":[57,80,245],"computing,":[58],"wearable":[59,106],"device":[60],"Electroencephalography":[62],"(EEG).":[63],"We":[64],"employ":[65],"learning":[68],"architecture":[69],"designed":[70,113],"ourselves":[72],"that":[73,99,124,239],"can":[74,100],"be":[75,101],"easily":[76,102],"implemented":[77],"on":[78,176],"phone":[81],"detect":[83],"with":[86],"high":[88],"accuracy.":[89],"EEG":[91,109,149,178],"signal":[92,110,179],"use":[94],"is":[95,112,119,144,155],"only":[96],"single":[97],"channel":[98],"obtained":[103],"device.":[107],"collector":[111],"made":[115],"ourselves,":[117],"which":[118,219],"like":[120],"hair":[122],"band":[123],"makes":[125],"driver":[127],"easier":[128],"more":[130,242],"comfortable":[131],"wear":[133],"it.":[134],"whole":[136],"mainly":[138],"consists":[139],"two":[141],"parts:":[142],"one":[143],"hardware":[146],"consisting":[147,157],"headband":[150],"sensor,":[152],"other":[154],"software":[156],"Android":[159],"application":[160],"web":[162,193],"platform.":[163],"app":[165],"contains":[166],"fine":[168],"trained":[169],"model":[170],"make":[172,240],"real-time":[173],"prediction":[174],"based":[175],"alert":[181],"driver,":[183],"while":[184],"sending":[185],"data":[187],"backend":[190],"synchronously.":[191],"platform":[194],"provides":[195],"an":[196,211],"interface":[197],"monitor":[200],"observe":[202],"condition":[204],"driver.":[207],"Our":[208],"achieved":[210],"accuracy":[212],"97.09%":[214],"detecting":[215],"drowsiness,":[218],"surpasses":[220],"SOTA":[222],"methods.":[223],"model's":[225],"size":[226],"predict":[228],"latency":[229],"also":[231],"within":[232],"smaller":[234],"scale":[235],"than":[236],"models":[238],"it":[241],"applicable":[243],"embedded":[247],"system.":[248]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}