{"id":"https://openalex.org/W2979600163","doi":"https://doi.org/10.1109/embc.2019.8857164","title":"EEG-Based Mental Workload Estimation","display_name":"EEG-Based Mental Workload Estimation","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2979600163","doi":"https://doi.org/10.1109/embc.2019.8857164","mag":"2979600163","pmid":"https://pubmed.ncbi.nlm.nih.gov/31947126"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8857164","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857164","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-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/A5058706489","display_name":"Shabnam Samima","orcid":"https://orcid.org/0000-0002-4810-2466"},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Shabnam Samima","raw_affiliation_strings":["Subir Chowdhury School of Quality and Reliability, Indian Institute of Technology Kharagpur, Kharagpur, India"],"affiliations":[{"raw_affiliation_string":"Subir Chowdhury School of Quality and Reliability, Indian Institute of Technology Kharagpur, Kharagpur, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066216499","display_name":"Monalisa Sarma","orcid":"https://orcid.org/0000-0001-5645-9716"},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Monalisa Sarma","raw_affiliation_strings":["Subir Chowdhury School of Quality and Reliability, Indian Institute of Technology Kharagpur, Kharagpur, India"],"affiliations":[{"raw_affiliation_string":"Subir Chowdhury School of Quality and Reliability, Indian Institute of Technology Kharagpur, Kharagpur, India","institution_ids":["https://openalex.org/I145894827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5058706489"],"corresponding_institution_ids":["https://openalex.org/I145894827"],"apc_list":null,"apc_paid":null,"fwci":2.436,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.88700183,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"2019","issue":null,"first_page":"5605","last_page":"5608"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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":0.9969000220298767,"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/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9814000129699707,"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/workload","display_name":"Workload","score":0.9619876146316528},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7313891649246216},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6896933317184448},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.5768266916275024},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5269297361373901},{"id":"https://openalex.org/keywords/pupillary-response","display_name":"Pupillary response","score":0.4690791964530945},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.43858301639556885},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.4379584789276123},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.40510624647140503},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3284541368484497},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3246534764766693},{"id":"https://openalex.org/keywords/pupil","display_name":"Pupil","score":0.22277674078941345},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1509867012500763},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12992876768112183},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11162200570106506}],"concepts":[{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.9619876146316528},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7313891649246216},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6896933317184448},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.5768266916275024},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5269297361373901},{"id":"https://openalex.org/C149288182","wikidata":"https://www.wikidata.org/wiki/Q7260673","display_name":"Pupillary response","level":3,"score":0.4690791964530945},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.43858301639556885},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.4379584789276123},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.40510624647140503},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3284541368484497},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3246534764766693},{"id":"https://openalex.org/C2777394604","wikidata":"https://www.wikidata.org/wiki/Q173318","display_name":"Pupil","level":2,"score":0.22277674078941345},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1509867012500763},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12992876768112183},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11162200570106506},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013647","descriptor_name":"Task Performance and Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013647","descriptor_name":"Task Performance and Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013647","descriptor_name":"Task Performance and Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2019.8857164","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857164","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31947126","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31947126","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W130949339","https://openalex.org/W2005521760","https://openalex.org/W2005791255","https://openalex.org/W2017844856","https://openalex.org/W2045714005","https://openalex.org/W2084553975","https://openalex.org/W2142185281","https://openalex.org/W2144911090","https://openalex.org/W2169669052","https://openalex.org/W2531328749","https://openalex.org/W2614284214","https://openalex.org/W2739326878","https://openalex.org/W2755554643","https://openalex.org/W2761366009","https://openalex.org/W2770341796","https://openalex.org/W2798479175","https://openalex.org/W2801360775","https://openalex.org/W6605301148"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2123046959","https://openalex.org/W2004734601","https://openalex.org/W2979600163","https://openalex.org/W2757800430","https://openalex.org/W2766090822","https://openalex.org/W191045033"],"abstract_inverted_index":{"Knowledge":[0],"of":[1,4,56,72,89,159,168],"the":[2,18,54,87,90,141,153,166,169],"level":[3],"mental":[5,58,73,144],"workload":[6,35,59,74,88,154],"induced":[7],"by":[8,37],"any":[9],"task":[10,29],"is":[11,75,129],"essential":[12],"for":[13],"optimizing":[14],"load":[15],"share":[16],"among":[17],"operators.":[19],"This":[20],"helps":[21],"in":[22,28,93,104,121,132,137,143],"assessing":[23],"their":[24,49],"capability;":[25],"besides,":[26],"helping":[27],"allocation.":[30],"Since":[31],"a":[32,77,105,117],"persistently":[33],"high":[34],"experienced":[36],"operators":[38],"such":[39,62],"as":[40,63],"aircraft":[41],"pilots":[42],"and":[43,51,123,135],"automobile":[44],"drivers":[45],"many":[46],"times":[47],"compromises":[48],"performance":[50],"safety.":[52],"Despite":[53],"availability":[55],"various":[57],"evaluation":[60],"techniques":[61],"heart":[64],"rate":[65],"variability,":[66],"pupil":[67],"dilation,":[68],"sac-cades,":[69],"etc.,":[70],"assessment":[71],"still":[76],"challenging":[78],"task.":[79],"In":[80],"this":[81],"work,":[82],"we":[83],"aim":[84],"to":[85,111,139],"evaluate":[86],"operator":[91],"involved":[92],"long":[94],"duration":[95],"tasks.":[96,125],"For":[97],"this,":[98],"experiments":[99],"have":[100],"been":[101],"carried":[102],"out":[103],"working":[106],"environment":[107],"which":[108],"provides":[109],"tasks":[110,115],"be":[112],"done":[113],"simultaneously,":[114],"with":[116,156],"pause":[118],"or":[119],"break":[120],"activity":[122],"cross-functional":[124],"The":[126,146,161],"experiment":[127],"data":[128,155],"recorded":[130],"continuously":[131],"different":[133],"modes":[134],"analyzed":[136],"segments":[138],"show":[140],"change":[142],"workload.":[145],"artificial":[147],"neural":[148],"network":[149],"(ANN)":[150],"architecture":[151],"classified":[152],"an":[157],"accuracy":[158],"96.6%.":[160],"brain":[162],"connectivity":[163],"analysis":[164],"shows":[165],"efficacy":[167],"proposed":[170],"approach.":[171]},"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":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-10-10T00:00:00"}
