{"id":"https://openalex.org/W4404932339","doi":"https://doi.org/10.1007/s40747-024-01682-y","title":"Emotional recognition of EEG signals utilizing residual structure fusion in bi-directional LSTM","display_name":"Emotional recognition of EEG signals utilizing residual structure fusion in bi-directional LSTM","publication_year":2024,"publication_date":"2024-12-02","ids":{"openalex":"https://openalex.org/W4404932339","doi":"https://doi.org/10.1007/s40747-024-01682-y"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01682-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01682-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01682-y.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01682-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101903033","display_name":"Yue Xu","orcid":"https://orcid.org/0000-0003-3905-9539"},"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":"Yue Xu","raw_affiliation_strings":["HDU-ITMO Joint Institute, Hangzhou Dianzi University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"HDU-ITMO Joint Institute, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037162506","display_name":"Yunyuan Gao","orcid":null},"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":true,"raw_author_name":"Yunyuan Gao","raw_affiliation_strings":["College of Automation, Hangzhou Dianzi University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Automation, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023192257","display_name":"Zhengnan Zhang","orcid":"https://orcid.org/0000-0002-5676-5243"},"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":"Zhengnan Zhang","raw_affiliation_strings":["HDU-ITMO Joint Institute, Hangzhou Dianzi University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"HDU-ITMO Joint Institute, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063119266","display_name":"Songliang Du","orcid":"https://orcid.org/0000-0002-8156-0792"},"institutions":[{"id":"https://openalex.org/I27781120","display_name":"Wenzhou Medical University","ror":"https://ror.org/00rd5t069","country_code":"CN","type":"education","lineage":["https://openalex.org/I27781120"]},{"id":"https://openalex.org/I4210156545","display_name":"Dongyang People's Hospital","ror":"https://ror.org/04fszpp16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156545"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shunlan Du","raw_affiliation_strings":["Affiliated Dongyang Hospital of Wenzhou Medical University, Dongyang, China"],"affiliations":[{"raw_affiliation_string":"Affiliated Dongyang Hospital of Wenzhou Medical University, Dongyang, China","institution_ids":["https://openalex.org/I4210156545","https://openalex.org/I27781120"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5037162506","https://openalex.org/A5063119266"],"corresponding_institution_ids":["https://openalex.org/I27781120","https://openalex.org/I4210156545","https://openalex.org/I50760025"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":3.3925,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.92960004,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9980000257492065,"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/T10057","display_name":"Face and Expression Recognition","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.7595945596694946},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.7544769048690796},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6182363033294678},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5997307896614075},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5583711862564087},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49837589263916016},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4527296721935272},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.436436265707016},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3010631501674652},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.13777559995651245},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11585494875907898},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.059459805488586426}],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.7595945596694946},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.7544769048690796},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6182363033294678},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5997307896614075},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5583711862564087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49837589263916016},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4527296721935272},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.436436265707016},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3010631501674652},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.13777559995651245},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11585494875907898},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.059459805488586426},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01682-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01682-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01682-y.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6244fb5a79e74ba78d97f12b33f0df04","is_oa":true,"landing_page_url":"https://doaj.org/article/6244fb5a79e74ba78d97f12b33f0df04","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 11, Iss 1, Pp 1-12 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01682-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01682-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01682-y.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2653979805","display_name":null,"funder_award_id":"62371171","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4662401622","display_name":null,"funder_award_id":"Z23F030014","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G5574733590","display_name":null,"funder_award_id":"62371172","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5702063002","display_name":null,"funder_award_id":"62271181","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7083774090","display_name":null,"funder_award_id":"LZ22F010003","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404932339.pdf","grobid_xml":"https://content.openalex.org/works/W4404932339.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1829924905","https://openalex.org/W2002055708","https://openalex.org/W2047504980","https://openalex.org/W2114872534","https://openalex.org/W2230936439","https://openalex.org/W2525648609","https://openalex.org/W2550204850","https://openalex.org/W2747839861","https://openalex.org/W2888184955","https://openalex.org/W2934123712","https://openalex.org/W2949650786","https://openalex.org/W2952286992","https://openalex.org/W3088256290","https://openalex.org/W3108087271","https://openalex.org/W3126625480","https://openalex.org/W3173864145","https://openalex.org/W3210570856","https://openalex.org/W3212578352","https://openalex.org/W4200209020","https://openalex.org/W4285585744","https://openalex.org/W4318815957","https://openalex.org/W4387441893","https://openalex.org/W4387882745","https://openalex.org/W4391774550"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W2560215812","https://openalex.org/W4308951944","https://openalex.org/W2949601986","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585"],"abstract_inverted_index":{"Emotion":[0],"recognition":[1,95,176],"using":[2,74],"electroencephalogram":[3],"(EEG)":[4],"signals":[5],"had":[6,169],"attracted":[7],"significant":[8],"research":[9],"attention.":[10],"This":[11],"paper":[12,168],"introduced":[13],"a":[14,51,59,75,86],"new":[15],"approach,":[16],"Multi-scale-res":[17],"BiLSTM":[18],"(MRBiL),":[19],"to":[20,49,144],"enhance":[21],"EEG":[22,32],"emotion":[23,94,175],"recognition.":[24],"Firstly,":[25],"differential":[26],"entropy":[27],"features":[28],"were":[29,139],"extracted":[30,67],"from":[31,68],"data":[33],"during":[34],"both":[35],"resting":[36],"and":[37,122],"active":[38],"states.":[39],"The":[40,63,78,103,155],"disparity":[41],"between":[42],"these":[43],"two":[44],"states":[45],"was":[46,55,72,82,97,105],"then":[47,83],"calculated":[48],"generate":[50],"feature":[52,65,79],"matrix,":[53],"which":[54],"subsequently":[56],"input":[57],"into":[58],"multi-scale":[60],"convolution":[61,70],"block.":[62,77],"high-dimensional":[64],"matrix":[66],"the":[69,93,100,108,125,146,160],"block":[71],"mapped":[73],"residual":[76],"signal":[80],"sequence":[81],"processed":[84],"by":[85],"bidirectional":[87],"long-term":[88],"short-term":[89],"memory":[90],"network.":[91],"Finally,":[92],"result":[96],"obtained":[98],"through":[99],"classification":[101,119],"layer.":[102],"algorithm":[104,126],"validated":[106],"in":[107,112,141,166,174],"DEAP":[109],"dataset,":[110],"resulting":[111],"average":[113,129],"accuracies":[114],"of":[115,120,131,148],"0.9788":[116],"for":[117,133],"binary":[118],"validity":[121],"arousal.":[123],"Furthermore,":[124],"attained":[127],"an":[128],"accuracy":[130],"0.9685":[132],"quadruple":[134],"classification.":[135],"Additionally,":[136],"ablation":[137],"experiments":[138],"conducted":[140],"this":[142,167],"study":[143],"affirm":[145],"effectiveness":[147],"each":[149],"deep":[150],"learning":[151],"component":[152],"within":[153],"MRBiL.":[154],"experimental":[156],"results":[157],"demonstrated":[158],"that":[159],"novel":[161],"neural":[162],"network":[163],"model":[164],"proposed":[165],"outperformed":[170],"currently":[171],"available":[172],"methods":[173],"tasks.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
