{"id":"https://openalex.org/W4383899676","doi":"https://doi.org/10.1109/access.2023.3294274","title":"A Parallel-Model Speech Emotion Recognition Network Based on Feature Clustering","display_name":"A Parallel-Model Speech Emotion Recognition Network Based on Feature Clustering","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4383899676","doi":"https://doi.org/10.1109/access.2023.3294274"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3294274","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3294274","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10177953.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10177953.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035048165","display_name":"Li-Min Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]},{"id":"https://openalex.org/I180632629","display_name":"Xi'an International Studies University","ror":"https://ror.org/05gcme754","country_code":"CN","type":"education","lineage":["https://openalex.org/I180632629"]}],"countries":["CN","MY"],"is_corresponding":true,"raw_author_name":"Li-Min Zhang","raw_affiliation_strings":["Key Laboratory for Artificial Intelligence and Cognitive Neuroscience of Language, Xi&#x2019;an International Studies University, Xi&#x2019;an, China","Faculty of Computing and Informatics, Universiti Malaysia Sabah, Sabah, Malaysia"],"affiliations":[{"raw_affiliation_string":"Key Laboratory for Artificial Intelligence and Cognitive Neuroscience of Language, Xi&#x2019;an International Studies University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I180632629"]},{"raw_affiliation_string":"Faculty of Computing and Informatics, Universiti Malaysia Sabah, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021148401","display_name":"Giap Weng Ng","orcid":"https://orcid.org/0000-0002-7735-8073"},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Giap Weng Ng","raw_affiliation_strings":["Faculty of Computing and Informatics, Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computing and Informatics, Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010351554","display_name":"Yu\u2010Beng Leau","orcid":"https://orcid.org/0000-0002-5386-2734"},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Yu-Beng Leau","raw_affiliation_strings":["Faculty of Computing and Informatics, Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computing and Informatics, Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102978745","display_name":"Hao Yan","orcid":"https://orcid.org/0009-0003-5749-0629"},"institutions":[{"id":"https://openalex.org/I180632629","display_name":"Xi'an International Studies University","ror":"https://ror.org/05gcme754","country_code":"CN","type":"education","lineage":["https://openalex.org/I180632629"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Yan","raw_affiliation_strings":["Key Laboratory for Artificial Intelligence and Cognitive Neuroscience of Language, Xi&#x2019;an International Studies University, Xi&#x2019;an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory for Artificial Intelligence and Cognitive Neuroscience of Language, Xi&#x2019;an International Studies University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I180632629"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5035048165"],"corresponding_institution_ids":["https://openalex.org/I161371597","https://openalex.org/I180632629"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.5724,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.97235108,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":null,"first_page":"71224","last_page":"71234"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9998999834060669,"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":0.9998999834060669,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13289","display_name":"Infant Health and Development","score":0.9757999777793884,"subfield":{"id":"https://openalex.org/subfields/3611","display_name":"Pharmacy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6988248825073242},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6576378345489502},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"Emotion classification","score":0.648818850517273},{"id":"https://openalex.org/keywords/sadness","display_name":"Sadness","score":0.6216534972190857},{"id":"https://openalex.org/keywords/surprise","display_name":"Surprise","score":0.611282467842102},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5594188570976257},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.5537444949150085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5280997157096863},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4547809660434723},{"id":"https://openalex.org/keywords/happiness","display_name":"Happiness","score":0.4543435573577881},{"id":"https://openalex.org/keywords/mel-frequency-cepstrum","display_name":"Mel-frequency cepstrum","score":0.4520083963871002},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3429683446884155},{"id":"https://openalex.org/keywords/anger","display_name":"Anger","score":0.2686368525028229},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1810263991355896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6988248825073242},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6576378345489502},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.648818850517273},{"id":"https://openalex.org/C2779812673","wikidata":"https://www.wikidata.org/wiki/Q169251","display_name":"Sadness","level":3,"score":0.6216534972190857},{"id":"https://openalex.org/C2780343955","wikidata":"https://www.wikidata.org/wiki/Q333173","display_name":"Surprise","level":2,"score":0.611282467842102},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5594188570976257},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.5537444949150085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5280997157096863},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4547809660434723},{"id":"https://openalex.org/C2778999518","wikidata":"https://www.wikidata.org/wiki/Q8","display_name":"Happiness","level":2,"score":0.4543435573577881},{"id":"https://openalex.org/C151989614","wikidata":"https://www.wikidata.org/wiki/Q440370","display_name":"Mel-frequency cepstrum","level":3,"score":0.4520083963871002},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3429683446884155},{"id":"https://openalex.org/C2779302386","wikidata":"https://www.wikidata.org/wiki/Q79871","display_name":"Anger","level":2,"score":0.2686368525028229},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1810263991355896},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3294274","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3294274","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10177953.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:cf92971133e647b1b72e81e16127e9fc","is_oa":true,"landing_page_url":"https://doaj.org/article/cf92971133e647b1b72e81e16127e9fc","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":"IEEE Access, Vol 11, Pp 71224-71234 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3294274","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3294274","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10177953.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7099999785423279}],"awards":[{"id":"https://openalex.org/G1975703605","display_name":null,"funder_award_id":"2022K014","funder_id":"https://openalex.org/F4320329794","funder_display_name":"Social Science Foundation of Shaanxi Province"},{"id":"https://openalex.org/G2222701878","display_name":null,"funder_award_id":"20BYY097","funder_id":"https://openalex.org/F4320335869","funder_display_name":"National Social Science Fund of China"},{"id":"https://openalex.org/G4927388830","display_name":null,"funder_award_id":"20BYY097","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6204839345","display_name":null,"funder_award_id":"2023-JC-QN-0725","funder_id":"https://openalex.org/F4320336567","funder_display_name":"Natural Science Basic Research Program of Shaanxi Province"},{"id":"https://openalex.org/G667852482","display_name":null,"funder_award_id":"2023-C-QN-0725","funder_id":"https://openalex.org/F4320336567","funder_display_name":"Natural Science Basic Research Program of Shaanxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323704","display_name":"Universiti Malaysia Sabah","ror":"https://ror.org/040v70252"},{"id":"https://openalex.org/F4320329794","display_name":"Social Science Foundation of Shaanxi Province","ror":null},{"id":"https://openalex.org/F4320335869","display_name":"National Social Science Fund of China","ror":null},{"id":"https://openalex.org/F4320336567","display_name":"Natural Science Basic Research Program of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4383899676.pdf","grobid_xml":"https://content.openalex.org/works/W4383899676.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W175750906","https://openalex.org/W1975876400","https://openalex.org/W2007026629","https://openalex.org/W2014192754","https://openalex.org/W2074788634","https://openalex.org/W2080576537","https://openalex.org/W2098025507","https://openalex.org/W2104773730","https://openalex.org/W2147286925","https://openalex.org/W2168045655","https://openalex.org/W2170739703","https://openalex.org/W2625607463","https://openalex.org/W2803193013","https://openalex.org/W2904938641","https://openalex.org/W2945608075","https://openalex.org/W2959133507","https://openalex.org/W2963963943","https://openalex.org/W2972273766","https://openalex.org/W2980587061","https://openalex.org/W2984749214","https://openalex.org/W2997399314","https://openalex.org/W2997700007","https://openalex.org/W3008039831","https://openalex.org/W3013363049","https://openalex.org/W3022013598","https://openalex.org/W3094312606","https://openalex.org/W3094995278","https://openalex.org/W3103089735","https://openalex.org/W3112103486","https://openalex.org/W3120709499","https://openalex.org/W3132302778","https://openalex.org/W3135018693","https://openalex.org/W3164046946","https://openalex.org/W3178599867","https://openalex.org/W3186192207","https://openalex.org/W4281760076","https://openalex.org/W4309564859"],"related_works":["https://openalex.org/W4402346481","https://openalex.org/W2945121592","https://openalex.org/W4308769266","https://openalex.org/W4388134110","https://openalex.org/W2400641934","https://openalex.org/W1549141376","https://openalex.org/W2018346846","https://openalex.org/W2028755160","https://openalex.org/W2041541161","https://openalex.org/W3126677997"],"abstract_inverted_index":{"Speech":[0],"Emotion":[1],"Recognition":[2],"(SER)":[3],"is":[4],"a":[5,55,67,114],"common":[6],"aspect":[7],"of":[8,76,102,136,167,200,211,224],"human-computer":[9],"interaction":[10],"and":[11,21,34,65,85,131,162,173,192,204,206,213],"has":[12],"significant":[13],"applications":[14],"in":[15,29,109],"fields":[16],"such":[17],"as":[18,127],"healthcare,":[19],"education,":[20],"elder":[22],"care.":[23],"Although":[24],"researchers":[25],"have":[26,38],"made":[27],"progress":[28],"speech":[30,62,84,103,110,123,168,189,225],"emotion":[31,63,81,104,111,124,169,190,193,226],"feature":[32,125,196],"extraction":[33],"model":[35,71,118,218],"identification,":[36],"they":[37],"struggled":[39],"to":[40,60,72,98,129,143,148],"create":[41],"an":[42,150],"SER":[43],"system":[44],"with":[45,121,164],"satisfactory":[46],"recognition":[47,152,170],"accuracy.":[48],"To":[49],"address":[50],"this":[51],"issue,":[52],"we":[53],"proposed":[54],"novel":[56],"algorithm":[57,182],"called":[58],"F-Emotion":[59,88,181],"select":[61],"features":[64,82,105,191],"established":[66,120],"parallel":[68,115,145,215],"deep":[69,116,216],"learning":[70,117,217],"recognize":[73],"different":[74],"types":[75],"emotions.":[77],"We":[78],"first":[79],"extracted":[80],"from":[83],"calculated":[86],"the":[87,100,122,144,165,180,186,222],"value":[89],"for":[90,133],"each":[91,134],"feature.":[92],"These":[93,154],"values":[94],"were":[95,156],"then":[96],"used":[97],"determine":[99],"combination":[101,126],"that":[106,179],"was":[107,119,141],"optimal":[108],"recognition.":[112,227],"Next,":[113],"input":[128],"train":[130],"test":[132],"type":[135],"emotion.":[137],"Finally,":[138],"decision":[139],"fusion":[140],"applied":[142],"output":[146],"results":[147,177],"obtain":[149],"overall":[151],"result.":[153],"analyses":[155],"conducted":[157],"on":[158],"two":[159],"datasets,":[160],"RAVDESS":[161],"EMO-DB,":[163],"accuracy":[166,223],"reaching":[171],"82.3%":[172],"88.8%,":[174],"respectively.":[175],"The":[176],"demonstrate":[178],"can":[183,220],"effectively":[184],"analyze":[185],"correspondence":[187],"between":[188],"types.The":[194],"MFCC":[195],"best":[197,208],"describes":[198,209],"emotions":[199,210],"Neutral,":[201],"Happiness,":[202],"Fear":[203],"Surprise,":[205],"Mel":[207],"Angry":[212],"Sadness.The":[214],"mechanism":[219],"improve":[221]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
