{"id":"https://openalex.org/W3174183786","doi":"https://doi.org/10.34028/18/4/10","title":"Analysis of Alpha and Theta Band to Detect Driver Drowsiness Using Electroencephalogram (EEG) Signals","display_name":"Analysis of Alpha and Theta Band to Detect Driver Drowsiness Using Electroencephalogram (EEG) Signals","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3174183786","doi":"https://doi.org/10.34028/18/4/10","mag":"3174183786"},"language":"en","primary_location":{"id":"doi:10.34028/18/4/10","is_oa":true,"landing_page_url":"https://doi.org/10.34028/18/4/10","pdf_url":"https://doi.org/10.34028/18/4/10","source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.34028/18/4/10","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"},"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":true,"raw_author_name":"Pradeep Kumar Sivakumar","raw_affiliation_strings":["Artificial Intelligence research Lab, Vels Institute of Science Technology and Advanced Studies, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence research Lab, Vels Institute of Science Technology and Advanced Studies, India","institution_ids":["https://openalex.org/I138876546"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103860007","display_name":"Jerritta Selvaraj","orcid":"https://orcid.org/0009-0001-3117-1449"},"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, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence research Lab, Vels Institute of Science Technology and Advanced Studies, India","institution_ids":["https://openalex.org/I138876546"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013764225","display_name":"Krishnakumar Ramaraj","orcid":null},"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":"Krishnakumar Ramaraj","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Vels Institute of Science Technology and Advanced Studies, India"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Vels Institute of Science Technology and Advanced Studies, India","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"},"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, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence research Lab, Vels Institute of Science Technology and Advanced Studies, India","institution_ids":["https://openalex.org/I138876546"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100655917"],"corresponding_institution_ids":["https://openalex.org/I138876546"],"apc_list":null,"apc_paid":null,"fwci":0.7012,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.71208046,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"18","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9976999759674072,"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":0.9976999759674072,"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":0.9952999949455261,"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":0.9465000033378601,"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/electroencephalography","display_name":"Electroencephalography","score":0.8734899759292603},{"id":"https://openalex.org/keywords/alpha","display_name":"Alpha (finance)","score":0.7161319255828857},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5738295316696167},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.37156522274017334},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3619411587715149},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2954389452934265},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.23999428749084473},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12792429327964783},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.07246753573417664}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8734899759292603},{"id":"https://openalex.org/C64943373","wikidata":"https://www.wikidata.org/wiki/Q2651003","display_name":"Alpha (finance)","level":4,"score":0.7161319255828857},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5738295316696167},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.37156522274017334},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3619411587715149},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2954389452934265},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.23999428749084473},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12792429327964783},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.07246753573417664},{"id":"https://openalex.org/C49453240","wikidata":"https://www.wikidata.org/wiki/Q1592163","display_name":"Construct validity","level":3,"score":0.0},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.34028/18/4/10","is_oa":true,"landing_page_url":"https://doi.org/10.34028/18/4/10","pdf_url":"https://doi.org/10.34028/18/4/10","source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.34028/18/4/10","is_oa":true,"landing_page_url":"https://doi.org/10.34028/18/4/10","pdf_url":"https://doi.org/10.34028/18/4/10","source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3174183786.pdf","grobid_xml":"https://content.openalex.org/works/W3174183786.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1904701389","https://openalex.org/W1967587211","https://openalex.org/W1975640241","https://openalex.org/W2014815679","https://openalex.org/W2028424602","https://openalex.org/W2083638830","https://openalex.org/W2131213359","https://openalex.org/W2241667675","https://openalex.org/W2345701169","https://openalex.org/W2415848849","https://openalex.org/W2592087731","https://openalex.org/W2792993873","https://openalex.org/W2795449988","https://openalex.org/W2911588727","https://openalex.org/W2913090867","https://openalex.org/W2954063961"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2390279801","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890"],"abstract_inverted_index":{"Driver":[0],"drowsiness":[1,209],"is":[2,40],"recognized":[3],"as":[4],"a":[5,130,163],"leading":[6],"cause":[7],"for":[8,27,81,144,156,182],"crashes":[9],"and":[10,24,50,62,65,73,101,113,127,137,160,173,179,191,201,210],"road":[11],"accidents":[12],"in":[13,168],"the":[14,76,84,99,119,124,138,147,157,169,183,192,196,212],"present":[15],"day.":[16],"This":[17],"paper":[18],"presents":[19],"an":[20],"analysis":[21],"of":[22,37,53,83,89,121,133,149,166],"Alpha":[23,49,122,178,200],"Theta":[25,51,150,180,202],"band":[26,181],"drowsinesss":[28],"detection":[29],"using":[30,104,135,186],"Electroencephalogram":[31],"(EEG)":[32],"signals.":[33],"The":[34,48,70],"EEG":[35,55],"signal":[36,56],"21":[38],"channels":[39,85,125,170,185,198],"acquired":[41],"from":[42,199],"10":[43],"subjects":[44],"to":[45,59,97,207],"detect":[46,208],"drowsiness.":[47],"bands":[52,203],"raw":[54],"are":[57],"filtered":[58],"remove":[60],"noises":[61],"both":[63],"linear":[64],"non-linear":[66],"features":[67],"were":[68,95],"extracted.":[69],"feature":[71],"Hurst":[72,136,152],"kurtosis":[74],"shows":[75],"significant":[77],"difference":[78],"level":[79],"(p<0.05)":[80],"most":[82],"based":[86],"on":[87],"Analysis":[88,107,111],"Variance":[90],"(ANOVA)":[91],"test.":[92],"So,":[93],"they":[94],"used":[96,206],"classify":[98],"drowsy":[100],"alert":[102,211],"states":[103],"Quadratic":[105],"Discriminant":[106,110],"(QDA),":[108],"Linear":[109],"(LDA)":[112],"K-Nearest":[114],"Neighbour":[115],"(KNN)":[116],"classifiers.":[117],"In":[118,146],"case":[120,148],"band,":[123,151],"F8":[126,159],"T6":[128],"achieved":[129,153],"maximum":[131,164],"accuracy":[132,143,155,165],"92.86%":[134],"channel":[139,158],"T5":[140],"attained":[141],"100%":[142,154],"kurtosis.":[145],"Kurtosis":[161],"obtained":[162],"92.85%":[167],"FP1,":[171],"CZ":[172],"O1.":[174],"A":[175],"comparison":[176],"between":[177],"various":[184],"KNN":[187],"Classifier":[188],"was":[189],"done":[190],"results":[193],"indicate":[194],"that":[195],"selected":[197],"can":[204],"be":[205],"driver.":[213]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
