{"id":"https://openalex.org/W4406858403","doi":"https://doi.org/10.1109/apsipaasc63619.2025.10848692","title":"Predictive Analysis of Driver Drowsiness Progression: Multi-Level Drowsiness Classification Using Physiological Signals","display_name":"Predictive Analysis of Driver Drowsiness Progression: Multi-Level Drowsiness Classification Using Physiological Signals","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406858403","doi":"https://doi.org/10.1109/apsipaasc63619.2025.10848692"},"language":"en","primary_location":{"id":"doi:10.1109/apsipaasc63619.2025.10848692","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apsipaasc63619.2025.10848692","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)","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/A5116046283","display_name":"Natchira Dachoponchai","orcid":null},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Natchira Dachoponchai","raw_affiliation_strings":["Mahidol University,Faculty of Engineering,Department of Biomedical Engineering,Nakhon Pathom,Thailand"],"affiliations":[{"raw_affiliation_string":"Mahidol University,Faculty of Engineering,Department of Biomedical Engineering,Nakhon Pathom,Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112633494","display_name":"Yodchanan Wongsawat","orcid":null},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Yodchanan Wongsawat","raw_affiliation_strings":["Mahidol University,Faculty of Engineering,Department of Biomedical Engineering,Nakhon Pathom,Thailand"],"affiliations":[{"raw_affiliation_string":"Mahidol University,Faculty of Engineering,Department of Biomedical Engineering,Nakhon Pathom,Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047829045","display_name":"Jetsada Arnin","orcid":"https://orcid.org/0000-0003-0198-6935"},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Jetsada Arnin","raw_affiliation_strings":["Mahidol University,Faculty of Engineering,Department of Biomedical Engineering,Nakhon Pathom,Thailand"],"affiliations":[{"raw_affiliation_string":"Mahidol University,Faculty of Engineering,Department of Biomedical Engineering,Nakhon Pathom,Thailand","institution_ids":["https://openalex.org/I25399158"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5116046283"],"corresponding_institution_ids":["https://openalex.org/I25399158"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32081545,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9861000180244446,"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":0.9861000180244446,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5557020306587219},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42513784766197205},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3234550356864929}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5557020306587219},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42513784766197205},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3234550356864929}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/apsipaasc63619.2025.10848692","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apsipaasc63619.2025.10848692","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","score":0.8399999737739563,"id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322401","display_name":"Mahidol University","ror":"https://ror.org/01znkr924"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1976961007","https://openalex.org/W2023133322","https://openalex.org/W2043066229","https://openalex.org/W2095310269","https://openalex.org/W2116646930","https://openalex.org/W2528525647","https://openalex.org/W2751088292","https://openalex.org/W2759190050","https://openalex.org/W2774445955","https://openalex.org/W2898665421","https://openalex.org/W2943512776","https://openalex.org/W3088536650","https://openalex.org/W4381988482","https://openalex.org/W6791983049","https://openalex.org/W6796247747","https://openalex.org/W6809811150"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Drowsiness":[0,102],"poses":[1],"a":[2,49,66],"significant":[3],"challenge":[4],"to":[5,47,61,172],"cognitive":[6],"and":[7,18,59,77,127,135,141,153],"motor":[8],"functions,":[9],"compromising":[10],"safety":[11],"in":[12,170],"critical":[13,168],"tasks":[14],"such":[15],"as":[16,109,162],"driving":[17,88,128],"increasing":[19],"the":[20,32,110],"risk":[21],"of":[22,35,42,65,101,132],"traffic":[23],"accidents.":[24],"Existing":[25],"driver":[26,174],"drowsiness":[27,69,96,169],"detection":[28],"systems":[29],"inadequately":[30],"address":[31],"gradual":[33],"progression":[34],"drowsiness,":[36],"focusing":[37],"solely":[38],"on":[39,117,150],"binary":[40],"classifications":[41],"drowsiness.":[43],"This":[44,145],"study":[45],"aims":[46],"develop":[48],"neural":[50,114],"network":[51,115],"model":[52],"that":[53],"utilizes":[54],"physiological":[55],"signals,":[56],"including":[57],"EEG":[58,76,120],"ECG,":[60],"detect":[62],"multiple":[63],"levels":[64],"driver\u2019s":[67],"current":[68],"(Alert,":[70],"Moderately":[71,139],"Drowsy,":[72,140,143],"or":[73],"Extremely":[74,142],"Drowsy).":[75],"ECG":[78],"data":[79],"were":[80],"collected":[81],"from":[82],"ten":[83],"participants":[84],"during":[85],"1-hour":[86],"simulated":[87],"experiments,":[89],"supplemented":[90],"by":[91,104],"video":[92],"recordings":[93],"for":[94,137,159,167],"once-per-minute":[95],"assessments":[97],"through":[98],"Observer":[99],"Rating":[100],"(ORD)":[103],"two":[105],"observers,":[106],"which":[107],"served":[108],"ground":[111],"truth.":[112],"The":[113],"trained":[116],"2-channel":[118],"prefrontal":[119],"frequency-domain":[121],"features,":[122,126],"heart-rate":[123],"variability":[124],"(HRV)":[125],"time":[129],"achieved":[130],"accuracies":[131],"92%,":[133],"77%,":[134],"77%":[136],"Alert,":[138],"respectively.":[144],"high":[146],"performance,":[147],"with":[148],"reliance":[149],"minimal":[151],"electrodes":[152],"simple":[154],"architecture,":[155],"supports":[156],"its":[157],"feasibility":[158],"real-time":[160],"applications":[161],"an":[163],"early":[164],"warning":[165],"system":[166],"order":[171],"promote":[173],"safety.":[175]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}