{"id":"https://openalex.org/W3020727770","doi":"https://doi.org/10.1109/iccmc48092.2020.iccmc-000118","title":"Detecting Distraction in Drivers using Electroencephalogram (EEG) Signals","display_name":"Detecting Distraction in Drivers using Electroencephalogram (EEG) Signals","publication_year":2020,"publication_date":"2020-03-01","ids":{"openalex":"https://openalex.org/W3020727770","doi":"https://doi.org/10.1109/iccmc48092.2020.iccmc-000118","mag":"3020727770"},"language":"en","primary_location":{"id":"doi:10.1109/iccmc48092.2020.iccmc-000118","doi":"https://doi.org/10.1109/iccmc48092.2020.iccmc-000118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccmc48092.2020.iccmc-000118","pdf_url":null,"source":{"id":"https://openalex.org/S4363607858","display_name":"International Conference on Computing Methodologies and Communication (ICCMC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Fourth International Conference on Computing Methodologies and Communication (ICCMC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5100655917","display_name":"S. Pradeep Kumar","orcid":"https://orcid.org/0000-0001-8158-5183","observed_orcids":["https://orcid.org/0000-0001-8158-5183"]},"institutions":[{"id":"https://openalex.org/I138876546","display_name":"Vels University","ror":"https://ror.org/00tscx035","country_code":"IN","type":"education","lineage":["https://openalex.org/I138876546"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Pradeep Kumar","raw_affiliation_strings":["Artificial Intelligence Research Lab, Vels Institute of Science Technology and Advanced Studies, Chennai"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Lab, Vels Institute of Science Technology and Advanced Studies, Chennai","institution_ids":["https://openalex.org/I138876546"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103860007","display_name":"Jerritta Selvaraj","orcid":"https://orcid.org/0000-0003-1879-3865","observed_orcids":["https://orcid.org/0000-0003-1879-3865"]},"institutions":[{"id":"https://openalex.org/I138876546","display_name":"Vels University","ror":"https://ror.org/00tscx035","country_code":"IN","type":"education","lineage":["https://openalex.org/I138876546"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jerritta Selvaraj","raw_affiliation_strings":["Artificial Intelligence Research Lab, Vels Institute of Science Technology and Advanced Studies, Chennai"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Lab, Vels Institute of Science Technology and Advanced Studies, Chennai","institution_ids":["https://openalex.org/I138876546"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109916756","display_name":"Raman Krishnakumar","orcid":"https://orcid.org/0000-0003-4343-0951","observed_orcids":["https://orcid.org/0000-0003-4343-0951"]},"institutions":[{"id":"https://openalex.org/I138876546","display_name":"Vels University","ror":"https://ror.org/00tscx035","country_code":"IN","type":"education","lineage":["https://openalex.org/I138876546"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R. Krishnakumar","raw_affiliation_strings":["Artificial Intelligence Research Lab, Vels Institute of Science Technology and Advanced Studies, Chennai"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Lab, Vels Institute of Science Technology and Advanced Studies, Chennai","institution_ids":["https://openalex.org/I138876546"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022659445","display_name":"Arun Sahayadhas","orcid":"https://orcid.org/0000-0003-1230-4362","observed_orcids":["https://orcid.org/0000-0003-1230-4362"]},"institutions":[{"id":"https://openalex.org/I138876546","display_name":"Vels University","ror":"https://ror.org/00tscx035","country_code":"IN","type":"education","lineage":["https://openalex.org/I138876546"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arun Sahayadhas","raw_affiliation_strings":["Artificial Intelligence Research Lab, Vels Institute of Science Technology and Advanced Studies, Chennai"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Lab, Vels Institute of Science Technology and Advanced Studies, Chennai","institution_ids":["https://openalex.org/I138876546"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I138876546"],"apc_list":null,"apc_paid":null,"fwci":2.2841,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.87208095,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"635","last_page":"639"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8988999724388123,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8988999724388123,"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.07819999754428864,"subfield":{"id":"https://openalex.org/subfields/3307","display_name":"Human Factors and Ergonomics"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.0071000000461936,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/driver-distraction","display_name":"driver distraction","score":0.8069999814033508},{"id":"https://openalex.org/keywords/eeg-signals","display_name":"EEG signals","score":0.6690000295639038},{"id":"https://openalex.org/keywords/cognitive-distraction","display_name":"cognitive distraction","score":0.8460000157356262},{"id":"https://openalex.org/keywords/visual-distraction","display_name":"visual distraction","score":0.9990000128746033},{"id":"https://openalex.org/keywords/theta-band","display_name":"theta band","score":0.8450000286102295},{"id":"https://openalex.org/keywords/discrete-wavelet-transform","display_name":"discrete wavelet transform","score":0.9089999794960022},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.7059999704360962},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.6740000247955322},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.8159999847412109},{"id":"https://openalex.org/keywords/traffic-accident-prevention","display_name":"traffic accident prevention","score":0.5230000019073486}],"concepts":[{"id":"https://openalex.org/C2776378700","wikidata":"https://www.wikidata.org/wiki/Q3030775","display_name":"Distraction","level":2,"score":0.9787675738334656},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.765134871006012},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6246216297149658},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5647870898246765},{"id":"https://openalex.org/C46286280","wikidata":"https://www.wikidata.org/wiki/Q2414958","display_name":"Discrete wavelet transform","level":4,"score":0.5643871426582336},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.5134478807449341},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4882371723651886},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.45149514079093933},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.4465753138065338},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.4400866627693176},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1566867232322693},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.09170001745223999},{"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/iccmc48092.2020.iccmc-000118","doi":"https://doi.org/10.1109/iccmc48092.2020.iccmc-000118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccmc48092.2020.iccmc-000118","pdf_url":null,"source":{"id":"https://openalex.org/S4363607858","display_name":"International Conference on Computing Methodologies and Communication (ICCMC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Fourth International Conference on Computing Methodologies and Communication (ICCMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.428600013256073,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1969162143","https://openalex.org/W1978431198","https://openalex.org/W1993837778","https://openalex.org/W2000840273","https://openalex.org/W2052604480","https://openalex.org/W2056741100","https://openalex.org/W2069484217","https://openalex.org/W2083223498","https://openalex.org/W2083638830","https://openalex.org/W2094577405","https://openalex.org/W2131213359"],"related_works":["https://openalex.org/W3209735770","https://openalex.org/W133706512","https://openalex.org/W2939587419","https://openalex.org/W4389610024","https://openalex.org/W1972494391","https://openalex.org/W3107122195","https://openalex.org/W3175829748","https://openalex.org/W2113323662","https://openalex.org/W3035717202","https://openalex.org/W2564507783"],"abstract_inverted_index":{"Driver":[0],"distraction":[1,20],"is":[2,29,54],"considered":[3],"as":[4],"major":[5],"factors":[6],"in":[7],"most":[8],"of":[9,21,26,117],"the":[10,19,22,32,60,83],"traffic":[11],"accidents.":[12],"Driving":[13],"errors":[14],"may":[15],"arise":[16],"due":[17],"to":[18,30,35,107],"drivers.":[23],"The":[24],"aim":[25],"this":[27],"paper":[28],"analyze":[31],"EEG":[33],"signals":[34],"detect":[36],"distractive":[37],"driving.":[38],"Data":[39],"from":[40],"10":[41],"different":[42,49,73,95],"subjects":[43],"were":[44,64,75],"obtained":[45],"and":[46,71,91],"categorised":[47],"into":[48],"frequency":[50,62],"bands.":[51],"Distractive":[52],"driving":[53],"related":[55],"with":[56,112],"Theta":[57,61],"band,":[58],"so":[59],"band":[63],"decomposed":[65],"using":[66,94],"Discrete":[67],"Wavelet":[68],"Transform":[69],"(DWT)":[70],"17":[72],"features":[74],"extracted.":[76],"By":[77],"enabling":[78],"Principle":[79],"Component":[80],"Analysis":[81],"(PCA)":[82],"accuracy":[84,115],"rate":[85,116],"was":[86],"found":[87],"for":[88],"Cognitive":[89],"Distraction":[90,93],"Visual":[92],"machine":[96,109],"learning":[97,110],"algorithms.":[98],"K":[99],"Nearest":[100],"Neighbour":[101],"(KNN)":[102],"performed":[103],"well":[104],"when":[105],"compared":[106],"other":[108],"algorithms":[111],"a":[113],"better":[114],"71.1%.":[118]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2020-05-01T00:00:00"}