{"id":"https://openalex.org/W4405786318","doi":"https://doi.org/10.1109/tim.2024.3522413","title":"A Novel Dual-Task Model for EEG-Based Emotion and Cognition Recognition","display_name":"A Novel Dual-Task Model for EEG-Based Emotion and Cognition Recognition","publication_year":2024,"publication_date":"2024-12-25","ids":{"openalex":"https://openalex.org/W4405786318","doi":"https://doi.org/10.1109/tim.2024.3522413"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3522413","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3522413","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Transactions on Instrumentation and Measurement","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/A5111220898","display_name":"Zhe Jia","orcid":"https://orcid.org/0009-0002-3813-2028"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Jia","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China"],"raw_orcid":"https://orcid.org/0009-0002-3813-2028","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061467172","display_name":"Yu Ouyang","orcid":"https://orcid.org/0000-0002-7750-0447"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Ouyang","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-7750-0447","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xinni Kong","orcid":"https://orcid.org/0009-0000-7230-2778"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinni Kong","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China"],"raw_orcid":"https://orcid.org/0009-0000-7230-2778","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080045414","display_name":"Yaru Guo","orcid":"https://orcid.org/0009-0008-6381-2002"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaru Guo","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China"],"raw_orcid":"https://orcid.org/0009-0008-6381-2002","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhongzheng Li","orcid":"https://orcid.org/0009-0002-4510-4471"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongzheng Li","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China"],"raw_orcid":"https://orcid.org/0009-0002-4510-4471","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050326305","display_name":"Hong Zeng","orcid":"https://orcid.org/0000-0001-5936-9775"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Zeng","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-5936-9775","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I50760025"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I50760025"],"apc_list":null,"apc_paid":null,"fwci":2.066,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.87289814,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8460000157356262,"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":0.8460000157356262,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7376362681388855},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6238648295402527},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6160821914672852},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5431131720542908},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5189530849456787},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.5124130845069885},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3848613500595093},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.35283219814300537},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.28409066796302795},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17517566680908203},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.11626532673835754}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7376362681388855},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6238648295402527},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6160821914672852},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5431131720542908},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5189530849456787},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.5124130845069885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3848613500595093},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.35283219814300537},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28409066796302795},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17517566680908203},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.11626532673835754},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"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/tim.2024.3522413","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3522413","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G4055689051","display_name":null,"funder_award_id":"ZCLZ24F0301","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G6316968317","display_name":null,"funder_award_id":"2022YFE0199300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7341275500","display_name":null,"funder_award_id":"2022AIZD0159","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7768721515","display_name":null,"funder_award_id":"62076083","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W1991952617","https://openalex.org/W2002055708","https://openalex.org/W2023097517","https://openalex.org/W2052798729","https://openalex.org/W2074583690","https://openalex.org/W2086146798","https://openalex.org/W2116698967","https://openalex.org/W2123649031","https://openalex.org/W2128495200","https://openalex.org/W2149857318","https://openalex.org/W2542768043","https://openalex.org/W2559463885","https://openalex.org/W2601369343","https://openalex.org/W2625929003","https://openalex.org/W2752782242","https://openalex.org/W2895387432","https://openalex.org/W2913340405","https://openalex.org/W2948490758","https://openalex.org/W2963430933","https://openalex.org/W3033046106","https://openalex.org/W3034518013","https://openalex.org/W3034552520","https://openalex.org/W3035414587","https://openalex.org/W3043108545","https://openalex.org/W3085046840","https://openalex.org/W3129064953","https://openalex.org/W3140416091","https://openalex.org/W3176450355","https://openalex.org/W3197162426","https://openalex.org/W3205127938","https://openalex.org/W3208438885","https://openalex.org/W3214898940","https://openalex.org/W4205253474","https://openalex.org/W4205558134","https://openalex.org/W4226020799","https://openalex.org/W4229024336","https://openalex.org/W4285114443","https://openalex.org/W4289752563","https://openalex.org/W4297147003","https://openalex.org/W4313367562","https://openalex.org/W4319069149","https://openalex.org/W4319786843","https://openalex.org/W4319999789","https://openalex.org/W4323274166","https://openalex.org/W4323927812","https://openalex.org/W4372232550","https://openalex.org/W4376273934","https://openalex.org/W4382119125","https://openalex.org/W4385819696","https://openalex.org/W4387969127","https://openalex.org/W4389317738","https://openalex.org/W4390204095","https://openalex.org/W6629510986","https://openalex.org/W6639156005","https://openalex.org/W6743446608","https://openalex.org/W6745995898","https://openalex.org/W6755207826","https://openalex.org/W6800899058","https://openalex.org/W6840563958"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W4323929055"],"abstract_inverted_index":{"Human":[0],"cognition":[1,39,72,96,138,153],"and":[2,18,27,51,71,97,137,152,157],"emotion":[3,41,70,98,136,151],"states":[4,20],"are":[5,73],"interrelated.":[6],"Constructing":[7],"electroencephalography":[8],"(EEG)-based":[9],"deep":[10],"learning":[11,66],"models":[12,36],"to":[13,25,44,130],"simultaneously":[14],"recognize":[15],"the":[16,34,53,57,132,158],"cognitive":[17,26,181],"emotional":[19,28],"of":[21,33,56,135],"an":[22],"individual":[23],"contributes":[24],"interaction":[29],"studies.":[30],"However,":[31],"most":[32],"existing":[35],"focus":[37],"on":[38,148],"or":[40],"recognition,":[42],"neglecting":[43],"exploit":[45],"their":[46],"shared":[47,93,116],"features":[48,94],"in":[49],"EEG":[50,154],"weakening":[52],"generalization":[54],"performance":[55],"models.":[58],"In":[59,81],"this":[60],"study,":[61],"we":[62],"propose":[63],"a":[64,87,102,119,177],"dual-task":[65,120,169],"model":[67],"DT-EEGNet,":[68,82],"where":[69],"considered":[74],"as":[75,86,185],"related":[76],"tasks":[77,140],"for":[78,91,110,141,180],"joint":[79],"analysis.":[80],"EEGNet":[83],"is":[84,108,128],"employed":[85],"base":[88],"network":[89],"responsible":[90],"extracting":[92],"between":[95],"recognition":[99,139,170],"tasks.":[100],"Then,":[101],"multiscale":[103],"ECAWeight":[104],"attention":[105],"(MSEA)":[106],"module":[107],"introduced":[109],"obtaining":[111],"key":[112],"information":[113],"from":[114],"these":[115],"features.":[117],"Finally,":[118],"loss":[121],"function":[122],"named":[123],"dynamic":[124],"weight":[125],"average":[126],"(DWA)":[127],"used":[129],"balance":[131],"training":[133,144],"rates":[134],"better":[142,168],"overall":[143],"performance.":[145,171],"Experimental":[146],"results":[147],"our":[149,164],"self-constructed":[150],"dataset":[155,161],"(ECED)":[156],"public":[159],"DEAP":[160],"show":[162],"that":[163],"proposed":[165,173],"DT-EEGNet":[166],"has":[167],"The":[172],"method":[174],"can":[175],"provide":[176],"new":[178],"idea":[179],"impairment":[182],"assessment":[183],"research":[184],"well.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
