{"id":"https://openalex.org/W4392450277","doi":"https://doi.org/10.1109/tvcg.2024.3372101","title":"Multimodal Physiological Analysis of Impact of Emotion on Cognitive Control in VR","display_name":"Multimodal Physiological Analysis of Impact of Emotion on Cognitive Control in VR","publication_year":2024,"publication_date":"2024-03-05","ids":{"openalex":"https://openalex.org/W4392450277","doi":"https://doi.org/10.1109/tvcg.2024.3372101","pmid":"https://pubmed.ncbi.nlm.nih.gov/38437118"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2024.3372101","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2024.3372101","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"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 Visualization and Computer Graphics","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/A5100615308","display_name":"Ming Li","orcid":"https://orcid.org/0000-0002-9115-3461"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ming Li","raw_affiliation_strings":["Beihang University, China"],"affiliations":[{"raw_affiliation_string":"Beihang University, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011288466","display_name":"Junjun Pan","orcid":"https://orcid.org/0000-0002-7991-9540"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjun Pan","raw_affiliation_strings":["Beihang University, China"],"affiliations":[{"raw_affiliation_string":"Beihang University, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112129055","display_name":"Yu Li","orcid":"https://orcid.org/0000-0003-1848-8975"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Li","raw_affiliation_strings":["Beijing Normal University, China"],"affiliations":[{"raw_affiliation_string":"Beijing Normal University, China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101489329","display_name":"Yang Gao","orcid":"https://orcid.org/0000-0002-9149-3554"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Gao","raw_affiliation_strings":["Beihang University, China"],"affiliations":[{"raw_affiliation_string":"Beihang University, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091408797","display_name":"Hong Qin","orcid":"https://orcid.org/0000-0001-7699-1355"},"institutions":[{"id":"https://openalex.org/I59553526","display_name":"Stony Brook University","ror":"https://ror.org/05qghxh33","country_code":"US","type":"education","lineage":["https://openalex.org/I59553526"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hong Qin","raw_affiliation_strings":["Stony Brook University, United States"],"affiliations":[{"raw_affiliation_string":"Stony Brook University, United States","institution_ids":["https://openalex.org/I59553526"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100716873","display_name":"Yang Shen","orcid":"https://orcid.org/0000-0002-1703-7796"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Shen","raw_affiliation_strings":["Beijing Normal University, China"],"affiliations":[{"raw_affiliation_string":"Beijing Normal University, China","institution_ids":["https://openalex.org/I25254941"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100615308"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":4.7244,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.95341204,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"30","issue":"5","first_page":"2044","last_page":"2054"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9822999835014343,"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":0.9822999835014343,"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/cognition","display_name":"Cognition","score":0.7248337268829346},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.590981125831604},{"id":"https://openalex.org/keywords/arousal","display_name":"Arousal","score":0.5604774951934814},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.480173259973526},{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.4648415446281433},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.40108194947242737},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3450244665145874},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2641649842262268},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.12636837363243103}],"concepts":[{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.7248337268829346},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.590981125831604},{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.5604774951934814},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.480173259973526},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.4648415446281433},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.40108194947242737},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3450244665145874},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2641649842262268},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.12636837363243103},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000076142","descriptor_name":"Virtual Reality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076142","descriptor_name":"Virtual Reality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076142","descriptor_name":"Virtual Reality","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001143","descriptor_name":"Arousal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001143","descriptor_name":"Arousal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001143","descriptor_name":"Arousal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","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}],"locations_count":2,"locations":[{"id":"doi:10.1109/tvcg.2024.3372101","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2024.3372101","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"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 Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:38437118","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38437118","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":"IEEE transactions on visualization and computer graphics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[{"id":"https://openalex.org/G1355542138","display_name":null,"funder_award_id":"Z221100007722001","funder_id":"https://openalex.org/F4320335843","funder_display_name":"Beijing Science and Technology Planning Project"},{"id":"https://openalex.org/G4413077633","display_name":null,"funder_award_id":"Z231100005923039","funder_id":"https://openalex.org/F4320335843","funder_display_name":"Beijing Science and Technology Planning Project"},{"id":"https://openalex.org/G5561865212","display_name":null,"funder_award_id":"2023YFC3604500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5730200470","display_name":null,"funder_award_id":"2022ZD0115902","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6018515013","display_name":null,"funder_award_id":"62307003","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/F4320335843","display_name":"Beijing Science and Technology Planning Project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1264889757","https://openalex.org/W1842100427","https://openalex.org/W1980447390","https://openalex.org/W1984901331","https://openalex.org/W1989255414","https://openalex.org/W2002055708","https://openalex.org/W2009989063","https://openalex.org/W2011966906","https://openalex.org/W2034356418","https://openalex.org/W2040084725","https://openalex.org/W2054420970","https://openalex.org/W2066186035","https://openalex.org/W2066215643","https://openalex.org/W2089506387","https://openalex.org/W2095887679","https://openalex.org/W2101715323","https://openalex.org/W2109795817","https://openalex.org/W2128495200","https://openalex.org/W2141028896","https://openalex.org/W2144408839","https://openalex.org/W2149628368","https://openalex.org/W2164368909","https://openalex.org/W2167557160","https://openalex.org/W2401423026","https://openalex.org/W2528538115","https://openalex.org/W2558198874","https://openalex.org/W2559463885","https://openalex.org/W2560443639","https://openalex.org/W2753594375","https://openalex.org/W2759190050","https://openalex.org/W2774170005","https://openalex.org/W2798829089","https://openalex.org/W2889115553","https://openalex.org/W2893241997","https://openalex.org/W2902262036","https://openalex.org/W2922497623","https://openalex.org/W2942761823","https://openalex.org/W2969162269","https://openalex.org/W2973576340","https://openalex.org/W2999723370","https://openalex.org/W3020839064","https://openalex.org/W3084234282","https://openalex.org/W3102455230","https://openalex.org/W3133826674","https://openalex.org/W3157256311","https://openalex.org/W3162042329","https://openalex.org/W3175596362","https://openalex.org/W3186489834","https://openalex.org/W3197071098","https://openalex.org/W3198663629","https://openalex.org/W3213742074","https://openalex.org/W4210973361","https://openalex.org/W4293659335","https://openalex.org/W4294068661","https://openalex.org/W4323035682","https://openalex.org/W4366595900"],"related_works":["https://openalex.org/W2029072726","https://openalex.org/W91913183","https://openalex.org/W2936882366","https://openalex.org/W1987182177","https://openalex.org/W2736893848","https://openalex.org/W2128698257","https://openalex.org/W1544055438","https://openalex.org/W3003450285","https://openalex.org/W2013608943","https://openalex.org/W2085024878"],"abstract_inverted_index":{"Cognitive":[0],"control":[1,18,41,56,73,100,124,137,186,209],"is":[2,20],"often":[3],"perplexing":[4],"to":[5,121,172,176,217],"elucidate":[6],"and":[7,26,29,38,95,108,118,157,200],"can":[8,34,204],"be":[9,205],"easily":[10],"influenced":[11],"by":[12],"emotions.":[13],"Understanding":[14],"the":[15,49,67,76,166,181,198,212],"individual":[16],"cognitive":[17,40,55,72,99,123,136,159,173,185,208],"level":[19],"crucial":[21],"for":[22,207,214],"enhancing":[23],"VR":[24,89],"interaction":[25],"designing":[27],"adaptive":[28],"self-correcting":[30],"VR/AR":[31,219],"applications.":[32],"Emotions":[33],"reallocate":[35],"processing":[36],"resources":[37],"influence":[39,68],"performance.":[42],"However,":[43],"current":[44],"research":[45,190],"has":[46],"primarily":[47],"emphasized":[48],"impact":[50],"of":[51,69,81,151,168,180],"emotional":[52,59],"valence":[53],"on":[54,71,75],"tasks,":[57],"neglecting":[58],"arousal.":[60],"In":[61],"this":[62],"study,":[63],"we":[64,110,147],"comprehensively":[65],"investigate":[66],"emotions":[70,87,132],"based":[74],"arousal-valence":[77],"model.":[78],"A":[79],"total":[80],"26":[82],"participants":[83],"are":[84],"recruited,":[85],"inducing":[86],"through":[88],"videos":[90],"with":[91],"high":[92,156],"ecological":[93],"validity":[94],"then":[96],"performing":[97],"related":[98,171],"tasks.":[101],"Leveraging":[102],"physiological":[103,144,193],"data":[104],"including":[105],"EEG,":[106],"HRV,":[107],"EDA,":[109],"employ":[111],"classification":[112],"techniques":[113],"such":[114],"as":[115],"SVM,":[116],"KNN,":[117],"deep":[119],"learning":[120],"categorize":[122],"levels.":[125],"The":[126],"experiment":[127],"results":[128,164],"demonstrate":[129],"that":[130,192],"high-arousal":[131],"significantly":[133],"enhance":[134],"users'":[135],"abilities.":[138],"Utilizing":[139],"complementary":[140],"information":[141],"among":[142],"multi-modal":[143],"signal":[145],"features,":[146],"achieve":[148],"an":[149],"accuracy":[150],"84.52%":[152],"in":[153,187],"distinguishing":[154],"between":[155],"low":[158],"control.":[160],"Additionally,":[161],"time-frequency":[162],"analysis":[163],"confirm":[165],"existence":[167],"neural":[169,182],"patterns":[170],"control,":[174],"contributing":[175],"a":[177],"better":[178],"understanding":[179],"mechanisms":[183],"underlying":[184],"VR.":[188],"Our":[189],"indicates":[191],"signals":[194],"measured":[195],"from":[196],"both":[197],"central":[199],"autonomic":[201],"nervous":[202],"systems":[203],"employed":[206],"classification,":[210],"paving":[211],"way":[213],"novel":[215],"approaches":[216],"improve":[218],"interactions.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}