{"id":"https://openalex.org/W2028424602","doi":"https://doi.org/10.1142/s0129065714500063","title":"DETECTION OF DRIVING FATIGUE BY USING NONCONTACT EMG AND ECG SIGNALS MEASUREMENT SYSTEM","display_name":"DETECTION OF DRIVING FATIGUE BY USING NONCONTACT EMG AND ECG SIGNALS MEASUREMENT SYSTEM","publication_year":2013,"publication_date":"2013-11-08","ids":{"openalex":"https://openalex.org/W2028424602","doi":"https://doi.org/10.1142/s0129065714500063","mag":"2028424602","pmid":"https://pubmed.ncbi.nlm.nih.gov/24552510"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065714500063","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065714500063","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5006717122","display_name":"Rongrong Fu","orcid":"https://orcid.org/0000-0003-0350-7619"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"RONGRONG FU","raw_affiliation_strings":["Laboratory of Bio-Mechatronic Engineering, School of Mechanical Engineering and Automation, Northeastern University, Shenyang 110189, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Bio-Mechatronic Engineering, School of Mechanical Engineering and Automation, Northeastern University, Shenyang 110189, P.R. China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112403064","display_name":"Hong Wang","orcid":"https://orcid.org/0000-0003-2148-8108"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"HONG WANG","raw_affiliation_strings":["Laboratory of Bio-Mechatronic Engineering, School of Mechanical Engineering and Automation, Northeastern University, Shenyang 110189, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Bio-Mechatronic Engineering, School of Mechanical Engineering and Automation, Northeastern University, Shenyang 110189, P.R. China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9224756"],"apc_list":null,"apc_paid":null,"fwci":1.6924,"has_fulltext":false,"cited_by_count":131,"citation_normalized_percentile":{"value":0.83110856,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"24","issue":"03","first_page":"1450006","last_page":"1450006"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9950000047683716,"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":0.9950000047683716,"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":0.9750999808311462,"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"}},{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9584000110626221,"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/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.6931079626083374},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6116293668746948},{"id":"https://openalex.org/keywords/mahalanobis-distance","display_name":"Mahalanobis distance","score":0.5990154147148132},{"id":"https://openalex.org/keywords/muscle-fatigue","display_name":"Muscle fatigue","score":0.5701719522476196},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.5275525450706482},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5115126371383667},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4666832387447357},{"id":"https://openalex.org/keywords/biceps","display_name":"Biceps","score":0.4315074682235718},{"id":"https://openalex.org/keywords/muscular-fatigue","display_name":"Muscular fatigue","score":0.426637202501297},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3720044493675232},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.17042946815490723},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12763625383377075}],"concepts":[{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.6931079626083374},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6116293668746948},{"id":"https://openalex.org/C1921717","wikidata":"https://www.wikidata.org/wiki/Q1334846","display_name":"Mahalanobis distance","level":2,"score":0.5990154147148132},{"id":"https://openalex.org/C2776874296","wikidata":"https://www.wikidata.org/wiki/Q6940317","display_name":"Muscle fatigue","level":3,"score":0.5701719522476196},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.5275525450706482},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5115126371383667},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4666832387447357},{"id":"https://openalex.org/C2781425419","wikidata":"https://www.wikidata.org/wiki/Q201363","display_name":"Biceps","level":2,"score":0.4315074682235718},{"id":"https://openalex.org/C2908940075","wikidata":"https://www.wikidata.org/wiki/Q6940317","display_name":"Muscular fatigue","level":2,"score":0.426637202501297},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3720044493675232},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.17042946815490723},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12763625383377075}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001334","descriptor_name":"Automobile Driving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001334","descriptor_name":"Automobile Driving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001334","descriptor_name":"Automobile Driving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005221","descriptor_name":"Fatigue","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D005221","descriptor_name":"Fatigue","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D005221","descriptor_name":"Fatigue","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019054","descriptor_name":"Evoked Potentials, Motor","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D019054","descriptor_name":"Evoked Potentials, Motor","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D019054","descriptor_name":"Evoked Potentials, Motor","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065714500063","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065714500063","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:24552510","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24552510","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.699999988079071}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329878","display_name":"Central University Basic Research Fund of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W648684792","https://openalex.org/W1505943987","https://openalex.org/W1543775879","https://openalex.org/W1562327244","https://openalex.org/W1595590477","https://openalex.org/W1636374184","https://openalex.org/W1964576957","https://openalex.org/W1965945357","https://openalex.org/W1968717940","https://openalex.org/W1971575144","https://openalex.org/W1974028377","https://openalex.org/W1975527028","https://openalex.org/W1975563220","https://openalex.org/W1977248767","https://openalex.org/W1985063305","https://openalex.org/W2004260750","https://openalex.org/W2004481076","https://openalex.org/W2004718447","https://openalex.org/W2004731943","https://openalex.org/W2004829327","https://openalex.org/W2006674314","https://openalex.org/W2009046022","https://openalex.org/W2013899329","https://openalex.org/W2020091852","https://openalex.org/W2021027816","https://openalex.org/W2024461202","https://openalex.org/W2028723065","https://openalex.org/W2029510783","https://openalex.org/W2031603416","https://openalex.org/W2032816901","https://openalex.org/W2042013578","https://openalex.org/W2043133488","https://openalex.org/W2049939359","https://openalex.org/W2053441273","https://openalex.org/W2056284483","https://openalex.org/W2061358509","https://openalex.org/W2062434559","https://openalex.org/W2066526210","https://openalex.org/W2071048916","https://openalex.org/W2071756182","https://openalex.org/W2079838091","https://openalex.org/W2087675590","https://openalex.org/W2090664364","https://openalex.org/W2092206153","https://openalex.org/W2093460543","https://openalex.org/W2101227080","https://openalex.org/W2109177677","https://openalex.org/W2113894235","https://openalex.org/W2117228279","https://openalex.org/W2119234283","https://openalex.org/W2120547399","https://openalex.org/W2122923860","https://openalex.org/W2123443668","https://openalex.org/W2123566140","https://openalex.org/W2126816458","https://openalex.org/W2127290177","https://openalex.org/W2130459697","https://openalex.org/W2134738818","https://openalex.org/W2140957936","https://openalex.org/W2141224535","https://openalex.org/W2147013014","https://openalex.org/W2147350962","https://openalex.org/W2151562475","https://openalex.org/W2151810325","https://openalex.org/W2152219013","https://openalex.org/W2155164840","https://openalex.org/W2158468574","https://openalex.org/W2160918136","https://openalex.org/W2163021136","https://openalex.org/W2171533361","https://openalex.org/W2257511657","https://openalex.org/W2278454089","https://openalex.org/W2326159140","https://openalex.org/W3009948084"],"related_works":["https://openalex.org/W3131177430","https://openalex.org/W3082711715","https://openalex.org/W2951985849","https://openalex.org/W3092060210","https://openalex.org/W2142329436","https://openalex.org/W3143411886","https://openalex.org/W2980094573","https://openalex.org/W2227242625","https://openalex.org/W1868316698","https://openalex.org/W30339803"],"abstract_inverted_index":{"Driver":[0],"fatigue":[1,67,164,171,213,220],"can":[2,203],"be":[3],"detected":[4,69],"by":[5,63,130,178,190],"constructing":[6],"a":[7],"discriminant":[8,168],"mode":[9],"using":[10,179],"some":[11],"features":[12,48],"obtained":[13,173],"from":[14,34,96,174],"physiological":[15,32,50,94],"signals.":[16,122],"There":[17],"exist":[18],"two":[19],"major":[20],"challenges":[21],"of":[22,25,49,54,60,74,100,137,145,149,165,170],"this":[23,201],"kind":[24],"methods.":[26],"One":[27],"is":[28,45,68],"how":[29],"to":[30,46,92,103,118,162,225],"collect":[31,93],"signals":[33,51,95],"subjects":[35],"while":[36],"they":[37],"are":[38,53],"driving":[39,83],"without":[40],"any":[41],"interruption.":[42],"The":[43,85,167,193,215],"other":[44],"find":[47],"that":[52,196],"corresponding":[55],"change":[56],"with":[57],"the":[58,72,82,97,105,120,125,134,143,146,159,175,184,197,209],"loss":[59],"attention":[61],"caused":[62],"driver":[64],"fatigue.":[65],"Driving":[66],"based":[70],"on":[71,124],"study":[73],"surface":[75],"electromyography":[76],"(EMG)":[77],"and":[78,113,142,151,182,212],"electrocardiograph":[79],"(ECG)":[80],"during":[81],"period.":[84],"noncontact":[86],"data":[87],"acquisition":[88],"system":[89,222],"was":[90,172,188,223],"used":[91],"biceps":[98],"femoris":[99],"each":[101],"subject":[102],"tackle":[104],"first":[106],"challenge.":[107],"Fast":[108],"independent":[109],"component":[110],"analysis":[111,127],"(FastICA)":[112],"digital":[114],"filter":[115],"were":[116,156],"utilized":[117],"process":[119],"original":[121],"Based":[123],"statistical":[126],"results":[128,194],"given":[129,189],"Kolmogorov-Smirnov":[131],"Z":[132],"test,":[133],"peak":[135],"factor":[136],"EMG":[138,150],"(p":[139,153],"<":[140,154],"0.001)":[141,155],"maximum":[144],"cross-relation":[147],"curve":[148],"ECG":[152],"selected":[157],"as":[158],"combined":[160],"characteristic":[161],"detect":[163],"drivers.":[166],"criterion":[169],"training":[176],"samples":[177],"Mahalanobis":[180],"distance,":[181],"then":[183],"average":[185],"classification":[186],"accuracy":[187],"10-fold":[191],"cross-validation.":[192],"showed":[195],"method":[198],"proposed":[199],"in":[200,207],"paper":[202],"give":[204],"well":[205],"performance":[206],"distinguishing":[208],"normal":[210],"state":[211],"state.":[214],"noncontact,":[216],"onboard":[217],"vehicle":[218],"drivers'":[219],"detection":[221],"developed":[224],"reduce":[226],"fatigue-related":[227],"risks.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":19},{"year":2019,"cited_by_count":14},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
