{"id":"https://openalex.org/W4412747897","doi":"https://doi.org/10.1109/jiot.2025.3593907","title":"EEGMeNet: End-to-End Multitask Neural Network for Brain-Based Mental Workload Classification","display_name":"EEGMeNet: End-to-End Multitask Neural Network for Brain-Based Mental Workload Classification","publication_year":2025,"publication_date":"2025-07-30","ids":{"openalex":"https://openalex.org/W4412747897","doi":"https://doi.org/10.1109/jiot.2025.3593907"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3593907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3593907","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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/A5047082911","display_name":"Supavit Kongwudhikunakorn","orcid":"https://orcid.org/0000-0003-0834-5209"},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Supavit Kongwudhikunakorn","raw_affiliation_strings":["School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand"],"raw_orcid":"https://orcid.org/0000-0003-0834-5209","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]},{"raw_affiliation_string":"School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008715571","display_name":"Wuttikorn Ponwitayarat","orcid":"https://orcid.org/0009-0009-1856-4465"},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Wuttikorn Ponwitayarat","raw_affiliation_strings":["School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]},{"raw_affiliation_string":"School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046964399","display_name":"Suktipol Kiatthaveephong","orcid":"https://orcid.org/0000-0002-1776-2795"},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Suktipol Kiatthaveephong","raw_affiliation_strings":["School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand"],"raw_orcid":"https://orcid.org/0000-0002-1776-2795","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]},{"raw_affiliation_string":"School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030419599","display_name":"Wipamas Polpakdee","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Wipamas Polpakdee","raw_affiliation_strings":["School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand"],"raw_orcid":"https://orcid.org/0009-0003-7671-574X","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]},{"raw_affiliation_string":"School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064090059","display_name":"T. Yagi","orcid":"https://orcid.org/0000-0001-7040-0067"},"institutions":[{"id":"https://openalex.org/I4400009020","display_name":"Institute of Science Tokyo","ror":"https://ror.org/05dqf9946","country_code":null,"type":"education","lineage":["https://openalex.org/I4400009020"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tohru Yagi","raw_affiliation_strings":["Department of Mechanical Engineering, Institute of Science Tokyo, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0000-0001-7040-0067","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Institute of Science Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I4400009020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057958436","display_name":"Vorapun Senanarong","orcid":"https://orcid.org/0000-0002-2774-4187"},"institutions":[{"id":"https://openalex.org/I1332387789","display_name":"Siriraj Hospital","ror":"https://ror.org/0331zs648","country_code":"TH","type":"healthcare","lineage":["https://openalex.org/I1332387789"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Vorapun Senanarong","raw_affiliation_strings":["Faculty of Medicine Siriraj Hospital, Mahidol University, Nakhon Pathom, Thailand"],"raw_orcid":"https://orcid.org/0000-0002-2774-4187","affiliations":[{"raw_affiliation_string":"Faculty of Medicine Siriraj Hospital, Mahidol University, Nakhon Pathom, Thailand","institution_ids":["https://openalex.org/I1332387789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044673257","display_name":"Piyalitt Ittichaiwong","orcid":"https://orcid.org/0000-0002-4950-7764"},"institutions":[{"id":"https://openalex.org/I1332387789","display_name":"Siriraj Hospital","ror":"https://ror.org/0331zs648","country_code":"TH","type":"healthcare","lineage":["https://openalex.org/I1332387789"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Piyalitt Ittichaiwong","raw_affiliation_strings":["Siriraj Informatics and Data Innovation Center, Faculty of Medicine Siriraj Hospital, Mahidol University, Nakhon Pathom, Thailand","Faculty of Medicine Siriraj Hospital, Siriraj Informatics and Data Innovation Center, Mahidol University, Nakhon Pathom, Thailand"],"raw_orcid":"https://orcid.org/0000-0002-4950-7764","affiliations":[{"raw_affiliation_string":"Siriraj Informatics and Data Innovation Center, Faculty of Medicine Siriraj Hospital, Mahidol University, Nakhon Pathom, Thailand","institution_ids":["https://openalex.org/I1332387789"]},{"raw_affiliation_string":"Faculty of Medicine Siriraj Hospital, Siriraj Informatics and Data Innovation Center, Mahidol University, Nakhon Pathom, Thailand","institution_ids":["https://openalex.org/I1332387789"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022621021","display_name":"Theerawit Wilaiprasitporn","orcid":"https://orcid.org/0000-0003-4941-4354"},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Theerawit Wilaiprasitporn","raw_affiliation_strings":["School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand"],"raw_orcid":"https://orcid.org/0000-0003-4941-4354","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology, Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]},{"raw_affiliation_string":"School of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.2128,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.95775319,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"20","first_page":"42573","last_page":"42589"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9937999844551086,"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":0.9937999844551086,"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":0.9186000227928162,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.807226300239563},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7613699436187744},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6118472814559937},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5944974422454834},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.5178216099739075},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42317748069763184},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12771108746528625},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07189896702766418}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.807226300239563},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7613699436187744},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6118472814559937},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5944974422454834},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.5178216099739075},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42317748069763184},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12771108746528625},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07189896702766418},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3593907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3593907","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":76,"referenced_works":["https://openalex.org/W2096733369","https://openalex.org/W2121573480","https://openalex.org/W2132360759","https://openalex.org/W2138621090","https://openalex.org/W2167298530","https://openalex.org/W2169918686","https://openalex.org/W2559463885","https://openalex.org/W2602768412","https://openalex.org/W2617669152","https://openalex.org/W2735798266","https://openalex.org/W2776221424","https://openalex.org/W2894692871","https://openalex.org/W2910134385","https://openalex.org/W2914227855","https://openalex.org/W2941752771","https://openalex.org/W2963988212","https://openalex.org/W2969985801","https://openalex.org/W2997540115","https://openalex.org/W2997591727","https://openalex.org/W3003257820","https://openalex.org/W3019783530","https://openalex.org/W3026109825","https://openalex.org/W3035965352","https://openalex.org/W3040262915","https://openalex.org/W3045518516","https://openalex.org/W3081651508","https://openalex.org/W3126607918","https://openalex.org/W3127442980","https://openalex.org/W3162352308","https://openalex.org/W3164347092","https://openalex.org/W3165396901","https://openalex.org/W3176450355","https://openalex.org/W3176760696","https://openalex.org/W3177342940","https://openalex.org/W3195905065","https://openalex.org/W3205159137","https://openalex.org/W4206116571","https://openalex.org/W4214853542","https://openalex.org/W4226020799","https://openalex.org/W4241007718","https://openalex.org/W4286581995","https://openalex.org/W4312597583","https://openalex.org/W4317496735","https://openalex.org/W4319970836","https://openalex.org/W4319998193","https://openalex.org/W4367153462","https://openalex.org/W4379382344","https://openalex.org/W4381733655","https://openalex.org/W4382119125","https://openalex.org/W4383113511","https://openalex.org/W4385245566","https://openalex.org/W4385819691","https://openalex.org/W4386071461","https://openalex.org/W4386473158","https://openalex.org/W4386906306","https://openalex.org/W4389274747","https://openalex.org/W4391468074","https://openalex.org/W4392114200","https://openalex.org/W4392405637","https://openalex.org/W4393066030","https://openalex.org/W4394897043","https://openalex.org/W4394984563","https://openalex.org/W4395680573","https://openalex.org/W4396523138","https://openalex.org/W4397026336","https://openalex.org/W4399727977","https://openalex.org/W4400106650","https://openalex.org/W4402037270","https://openalex.org/W4402041564","https://openalex.org/W4402351128","https://openalex.org/W4402773018","https://openalex.org/W4404576998","https://openalex.org/W4404952443","https://openalex.org/W4405179780","https://openalex.org/W4406064869","https://openalex.org/W4408868020"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2151749779","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2287264064","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W1480123525"],"abstract_inverted_index":{"High":[0],"mental":[1,36,66,115,125,224],"workload":[2,37,45,67,116,225],"poses":[3],"significant":[4],"challenges":[5],"across":[6,123],"various":[7],"domains,":[8],"often":[9],"impairing":[10],"performance":[11],"and":[12,86,109,136,142,156,173,203],"decision-making.":[13],"Recent":[14],"advancements":[15],"in":[16,131,162,171,177,228],"Internet":[17],"of":[18,26,35,43,74,154,160],"Things":[19],"(IoT)":[20],"technologies":[21],"have":[22],"enabled":[23],"continuous":[24],"monitoring":[25],"brain":[27],"activity":[28],"via":[29],"electroencephalography":[30],"(EEG),":[31],"facilitating":[32],"real-time":[33],"assessment":[34],"during":[38],"task":[39,126],"execution.":[40],"Early":[41],"detection":[42],"elevated":[44],"levels":[46,68],"is":[47,121],"essential":[48],"for":[49,114,190,210,222],"mitigating":[50],"potential":[51],"adverse":[52],"outcomes.":[53],"This":[54,214],"paper":[55],"presents":[56],"EEGMeNet,":[57],"an":[58,152,157],"end-to-end,":[59],"multi-task":[60],"neural":[61],"network":[62],"designed":[63],"to":[64,97,201],"classify":[65],"from":[69],"EEG":[70,127,205],"signals.":[71],"EEGMeNet":[72,146,181,217],"consists":[73],"four":[75],"key":[76],"components:":[77],"(1)":[78],"a":[79,90,102,111,168,174,219],"local":[80],"feature":[81,92,103],"learner":[82,93],"that":[83,105],"extracts":[84],"spectral":[85],"spatial":[87],"characteristics,":[88],"(2)":[89],"global":[91],"employing":[94],"attention-based":[95],"mechanisms":[96],"model":[98,120],"temporal":[99],"dependencies,":[100],"(3)":[101],"preserver":[104],"enhances":[106],"representation":[107],"learning,":[108],"(4)":[110],"supervised":[112],"classifier":[113],"classification.":[117],"The":[118],"proposed":[119],"evaluated":[122],"five":[124],"datasets\u2014including":[128],"one":[129],"acquired":[130],"clinical":[132],"settings\u2014under":[133],"both":[134],"within-subject":[135],"cross-subject,":[137],"as":[138,140,218],"well":[139],"within-session":[141],"cross-session":[143],"classification":[144,226],"paradigms.":[145],"outperforms":[147],"nine":[148],"state-of-the-art":[149],"baselines,":[150],"achieving":[151],"accuracy":[153,172],"87.49\u00b12.66%":[155],"F1":[158,178],"score":[159],"85.26\u00b12.63%":[161],"cross-subject":[163],"evaluations,":[164],"showing":[165],"at":[166],"least":[167],"9%":[169],"improvement":[170],"12%":[175],"gain":[176],"score.":[179],"Moreover,":[180],"demonstrates":[182],"low":[183],"prediction":[184],"time":[185],"complexity,":[186],"making":[187],"it":[188],"well-suited":[189],"deployment":[191],"on":[192],"resource-constrained":[193],"IoT":[194],"devices.":[195],"These":[196],"results":[197],"underscore":[198],"EEGMeNet\u2019s":[199],"robustness":[200],"inter-subject":[202],"multi-session":[204],"variability,":[206],"validating":[207],"its":[208],"effectiveness":[209],"real-world":[211],"EEG-IoT":[212,229],"applications.":[213],"work":[215],"establishes":[216],"promising":[220],"foundation":[221],"future":[223],"research":[227],"environments.":[230]},"counts_by_year":[{"year":2026,"cited_by_count":5}],"updated_date":"2026-06-17T08:01:34.144755","created_date":"2025-10-10T00:00:00"}
