{"id":"https://openalex.org/W4412164033","doi":"https://doi.org/10.1109/jbhi.2025.3586906","title":"FusSADGCNN: Decoding the Impact of Transcranial Electrical Stimulation on Neuromodulation in Emotion Recognition and Emotion Elicitation","display_name":"FusSADGCNN: Decoding the Impact of Transcranial Electrical Stimulation on Neuromodulation in Emotion Recognition and Emotion Elicitation","publication_year":2025,"publication_date":"2025-07-09","ids":{"openalex":"https://openalex.org/W4412164033","doi":"https://doi.org/10.1109/jbhi.2025.3586906","pmid":"https://pubmed.ncbi.nlm.nih.gov/40633046"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2025.3586906","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3586906","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","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":null,"display_name":"Congming Tan","orcid":"https://orcid.org/0009-0002-6540-0614"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Congming Tan","raw_affiliation_strings":["School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0002-6540-0614","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiayang Xu","orcid":"https://orcid.org/0009-0001-7973-8467"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayang Xu","raw_affiliation_strings":["School of Life Health Information Science and Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Life and Health Information Science and Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0001-7973-8467","affiliations":[{"raw_affiliation_string":"School of Life Health Information Science and Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Life and Health Information Science and Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Liangliang Hu","orcid":"https://orcid.org/0009-0001-3130-5064"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liangliang Hu","raw_affiliation_strings":["School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0001-3130-5064","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061204988","display_name":"Yin Tian","orcid":"https://orcid.org/0000-0002-4293-6830"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yin Tian","raw_affiliation_strings":["School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Life and Health Information Science and Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-4293-6830","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Life and Health Information Science and Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13774289,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":"2","first_page":"1087","last_page":"1100"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9865000247955322,"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":0.9865000247955322,"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/neuromodulation","display_name":"Neuromodulation","score":0.7845748066902161},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.5873422622680664},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.5616381764411926},{"id":"https://openalex.org/keywords/functional-electrical-stimulation","display_name":"Functional electrical stimulation","score":0.5147519111633301},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4936119318008423},{"id":"https://openalex.org/keywords/transcranial-magnetic-stimulation","display_name":"Transcranial magnetic stimulation","score":0.47768765687942505},{"id":"https://openalex.org/keywords/stimulation","display_name":"Stimulation","score":0.4635879695415497},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3549124002456665},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.34885504841804504},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.3228428363800049},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3228309452533722}],"concepts":[{"id":"https://openalex.org/C2780375056","wikidata":"https://www.wikidata.org/wiki/Q905905","display_name":"Neuromodulation","level":3,"score":0.7845748066902161},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.5873422622680664},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.5616381764411926},{"id":"https://openalex.org/C2777766275","wikidata":"https://www.wikidata.org/wiki/Q1327643","display_name":"Functional electrical stimulation","level":3,"score":0.5147519111633301},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4936119318008423},{"id":"https://openalex.org/C2778581513","wikidata":"https://www.wikidata.org/wiki/Q263962","display_name":"Transcranial magnetic stimulation","level":3,"score":0.47768765687942505},{"id":"https://openalex.org/C24998067","wikidata":"https://www.wikidata.org/wiki/Q4114622","display_name":"Stimulation","level":2,"score":0.4635879695415497},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3549124002456665},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.34885504841804504},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3228428363800049},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3228309452533722},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"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":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","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":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"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":"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":"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":"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":"D017397","descriptor_name":"Prefrontal Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D017397","descriptor_name":"Prefrontal Cortex","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":"D065908","descriptor_name":"Transcranial Direct Current Stimulation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D065908","descriptor_name":"Transcranial Direct Current Stimulation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2025.3586906","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3586906","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:40633046","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40633046","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 journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1974622198","display_name":null,"funder_award_id":"62171074","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3065281472","display_name":null,"funder_award_id":"W2411084","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1947251450","https://openalex.org/W1970727126","https://openalex.org/W2007554378","https://openalex.org/W2019885188","https://openalex.org/W2038610431","https://openalex.org/W2069546862","https://openalex.org/W2087484885","https://openalex.org/W2100520255","https://openalex.org/W2105938655","https://openalex.org/W2114429947","https://openalex.org/W2117629800","https://openalex.org/W2134602648","https://openalex.org/W2151422895","https://openalex.org/W2152776807","https://openalex.org/W2156809536","https://openalex.org/W2158202279","https://openalex.org/W2405197629","https://openalex.org/W2686038515","https://openalex.org/W2760617544","https://openalex.org/W2790404832","https://openalex.org/W2801157751","https://openalex.org/W2887086688","https://openalex.org/W2895332832","https://openalex.org/W2904945319","https://openalex.org/W2923290627","https://openalex.org/W2954856236","https://openalex.org/W2962905870","https://openalex.org/W2974665356","https://openalex.org/W3007173800","https://openalex.org/W3033046106","https://openalex.org/W3034882503","https://openalex.org/W3036994977","https://openalex.org/W4283267400","https://openalex.org/W4320497975","https://openalex.org/W4320516530","https://openalex.org/W4381785707","https://openalex.org/W4386365946","https://openalex.org/W4388888436","https://openalex.org/W4391430503","https://openalex.org/W4393379211","https://openalex.org/W4394926786","https://openalex.org/W4396885941"],"related_works":["https://openalex.org/W2127457454","https://openalex.org/W2098278563","https://openalex.org/W2755960881","https://openalex.org/W3097292012","https://openalex.org/W2970187567","https://openalex.org/W2166727663","https://openalex.org/W2500286343","https://openalex.org/W2936477999","https://openalex.org/W4400956346","https://openalex.org/W3014358347"],"abstract_inverted_index":{"Emotional":[0],"neuromodulation":[1,82,232],"refers":[2],"to":[3,19,42,75,113,127,160,195],"the":[4,8,32,46,77,98,141,148,152,162,173,179,196,201,205,227,231],"direct":[5],"manipulation":[6],"of":[7,48,79,136,200,214],"nervous":[9],"system":[10],"using":[11],"techniques":[12],"such":[13],"as":[14],"electrical":[15,28],"or":[16],"magnetic":[17],"stimulation":[18,29,213],"manage":[20],"and":[21,54,86,144,216,246],"adjust":[22],"an":[23,122],"individual's":[24],"emotional":[25,118,163,177,236],"experiences.":[26],"Transcranial":[27],"(tES)":[30],"targeting":[31],"right":[33],"ventrolateral":[34],"prefrontal":[35],"cortex":[36],"(rVLPFC)":[37],"has":[38],"been":[39],"widely":[40],"used":[41],"modulate":[43],"emotions.":[44],"However,":[45],"impact":[47,78],"emotions":[49,186],"on":[50,81],"brain":[51,202],"network":[52,70,115],"changes":[53],"modulation":[55,164,210,221],"during":[56,234],"tES":[57,80,138],"remains":[58],"unclear.":[59],"In":[60,204],"this":[61],"study,":[62],"we":[63,90,156],"developed":[64,91],"a":[65,92,239],"subject-adaptive":[66],"dynamic":[67,124],"graph":[68,125],"convolution":[69,126],"with":[71,107,190],"fused":[72,93],"features":[73],"(FusSADGCNN)":[74],"decode":[76],"for":[83,133,242],"emotion":[84,87,208,244],"recognition":[85,209,245],"elicitation.":[88],"Specifically,":[89],"feature,":[94],"CPE,":[95],"which":[96],"integrates":[97],"average":[99,197],"sub-frequency":[100],"phase-locking":[101],"value":[102],"representing":[103],"global":[104],"functional":[105],"connectivity":[106,198],"differential":[108],"entropy":[109],"characterizing":[110],"local":[111],"activation":[112],"explore":[114],"differences":[116],"across":[117],"states,":[119],"while":[120],"incorporating":[121],"improved":[123],"adaptively":[128],"integrate":[129],"multi-receptive":[130],"neighborhood":[131],"information":[132],"precise":[134],"decoding":[135],"individual":[137],"effects.":[139,222],"On":[140],"SEED":[142],"dataset":[143],"our":[145],"laboratory":[146],"data,":[147],"FusSADGCNN":[149,228],"model":[150],"outperforms":[151],"state-of-the-art":[153],"methods.":[154],"Furthermore,":[155],"utilized":[157],"these":[158],"tools":[159,180],"assess":[161],"states":[165,233],"induced":[166],"by":[167],"tES.":[168],"Results":[169],"indicated":[170],"that":[171,226],"in":[172,184],"experiment":[174],"involving":[175],"music-elicited":[176],"modulation,":[178],"effectively":[181,229],"identified":[182],"improvements":[183],"negative":[185],"under":[187],"true":[188],"stimulation,":[189],"predictive":[191],"accuracy":[192],"significantly":[193],"related":[194],"strength":[199],"network.":[203],"active":[206],"facial":[207],"experiment,":[211],"jointed":[212],"rVLPFC":[215],"temporo-parietal":[217],"junction":[218],"achieved":[219],"better":[220],"These":[223],"findings":[224],"highlight":[225],"evaluate":[230],"tES-induced":[235],"regulation,":[237],"providing":[238],"reliable":[240],"foundation":[241],"integrating":[243],"neuromodulation.":[247]},"counts_by_year":[],"updated_date":"2026-02-07T06:11:34.122080","created_date":"2025-10-10T00:00:00"}