{"id":"https://openalex.org/W4402809892","doi":"https://doi.org/10.1109/jbhi.2024.3467065","title":"TCNN-KAN: Optimized CNN by Kolmogorov-Arnold Network and Pruning Techniques for sEMG Gesture Recognition","display_name":"TCNN-KAN: Optimized CNN by Kolmogorov-Arnold Network and Pruning Techniques for sEMG Gesture Recognition","publication_year":2024,"publication_date":"2024-09-24","ids":{"openalex":"https://openalex.org/W4402809892","doi":"https://doi.org/10.1109/jbhi.2024.3467065","pmid":"https://pubmed.ncbi.nlm.nih.gov/39316475"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3467065","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3467065","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":"https://openalex.org/A5067624332","display_name":"Mohammed A. A. Al\u2010qaness","orcid":"https://orcid.org/0000-0002-6956-7641"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mohammed A. A. Al-qaness","raw_affiliation_strings":["College of Physics and Electronic Information Engineering, Zhejiang Normal University, Jinhua, China"],"raw_orcid":"https://orcid.org/0000-0002-6956-7641","affiliations":[{"raw_affiliation_string":"College of Physics and Electronic Information Engineering, Zhejiang Normal University, Jinhua, China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107511680","display_name":"Sike Ni","orcid":"https://orcid.org/0009-0002-0986-6989"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sike Ni","raw_affiliation_strings":["College of Physics and Electronic Information Engineering, Zhejiang Normal University, Jinhua, China"],"raw_orcid":"https://orcid.org/0009-0002-0986-6989","affiliations":[{"raw_affiliation_string":"College of Physics and Electronic Information Engineering, Zhejiang Normal University, Jinhua, China","institution_ids":["https://openalex.org/I135237710"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5067624332"],"corresponding_institution_ids":["https://openalex.org/I135237710"],"apc_list":null,"apc_paid":null,"fwci":11.2853,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.98958269,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"29","issue":"1","first_page":"188","last_page":"197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10914","display_name":"Tactile and Sensory Interactions","score":0.9868999719619751,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.965499997138977,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6911468505859375},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.6262768507003784},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5981006026268005},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5911425352096558},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.560370147228241},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.559370219707489},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.48033228516578674},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.057704418897628784}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6911468505859375},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.6262768507003784},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5981006026268005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5911425352096558},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.560370147228241},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.559370219707489},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.48033228516578674},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.057704418897628784},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","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":"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":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","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":"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":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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},{"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":"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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","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":"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":"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":"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":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3467065","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3467065","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:39316475","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39316475","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":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2082480549","https://openalex.org/W2086184552","https://openalex.org/W2615077619","https://openalex.org/W2762706434","https://openalex.org/W2768930295","https://openalex.org/W2770962117","https://openalex.org/W2883951752","https://openalex.org/W3008159994","https://openalex.org/W3011014576","https://openalex.org/W3043248516","https://openalex.org/W3048376335","https://openalex.org/W3048782549","https://openalex.org/W3087020486","https://openalex.org/W3131456784","https://openalex.org/W3209027541","https://openalex.org/W4214579445","https://openalex.org/W4226042781","https://openalex.org/W4281675132","https://openalex.org/W4281723817","https://openalex.org/W4282917354","https://openalex.org/W4296871415","https://openalex.org/W4300129230","https://openalex.org/W4312701680","https://openalex.org/W4383222050","https://openalex.org/W4385856322","https://openalex.org/W4386812778","https://openalex.org/W4386827701","https://openalex.org/W4389775154","https://openalex.org/W4390422291","https://openalex.org/W4396500269","https://openalex.org/W6867176674"],"related_works":["https://openalex.org/W2902873204","https://openalex.org/W2185750513","https://openalex.org/W2010878661","https://openalex.org/W3147379364","https://openalex.org/W2026258298","https://openalex.org/W3204639664","https://openalex.org/W2970836791","https://openalex.org/W2805039731","https://openalex.org/W2989699735","https://openalex.org/W4322710567"],"abstract_inverted_index":{"Surface":[0],"electromyography":[1],"(sEMG)":[2],"is":[3,153],"a":[4,53,88,98,190],"non-invasive":[5],"technique":[6],"that":[7,187,230],"records":[8],"the":[9,22,57,76,83,102,111,116,129,150,156,169,173,179,183,232,239,244,252],"electrical":[10],"signals":[11,17,69,137],"generated":[12],"by":[13,208],"muscle":[14],"activity.":[15],"sEMG":[16],"are":[18],"widely":[19],"used":[20,78],"in":[21,38,178,194],"field":[23],"of":[24,160],"biomedical":[25],"and":[26,31,45,62,114,141,205,223,250,258],"health":[27],"informatics":[28],"for":[29,66,163,225],"diagnosing":[30],"monitoring":[32],"neuromuscular":[33],"disorders,":[34],"as":[35,37,41,87],"well":[36],"fields":[39],"such":[40],"motor":[42],"control,":[43],"rehabilitation,":[44],"human-computer":[46],"interaction.":[47],"In":[48,165],"this":[49],"paper,":[50],"we":[51,134,171,197],"propose":[52],"novel":[54],"model":[55,113,118,130],"called":[56],"Triple":[58],"Convolutional":[59],"Neural":[60],"Network":[61,64],"Kolmogorov-Arnold":[63],"(TCNN-KAN)":[65],"recognizing":[67],"gesture":[68,136],"based":[70],"on":[71,231],"sEMG.":[72],"Our":[73],"approach":[74],"replaces":[75,121],"commonly":[77],"fully":[79,123,175],"connected":[80,124,176],"layer":[81,159,177,181,185],"with":[82,211],"KAN,":[84],"parameterizing":[85],"it":[86,188],"spline":[89],"function":[90,193],"to":[91,127,144,167,182,201],"improve":[92,168],"classification":[93],"accuracy.":[94,241],"Specifically,":[95,242],"when":[96,119,243],"using":[97,106],"KAN":[99,108,120,184],"instead,":[100],"generate":[101,110,115],"TCNN-KAN-1":[103],"model.":[104],"When":[105],"two":[107],"layers,":[109],"TCNN-KAN-2":[112,233],"TCNN-KAN-3":[117],"all":[122],"layers.":[125],"Firstly,":[126],"ensure":[128],"learns":[131],"universal":[132],"features,":[133],"fuse":[135],"from":[138],"different":[139,161],"individuals":[140],"segment":[142],"them":[143],"create":[145],"uniform":[146],"window":[147],"sizes.":[148],"Then,":[149],"processed":[151],"signal":[152],"input":[154],"into":[155],"basic":[157],"convolution":[158],"depths":[162],"training.":[164],"order":[166],"accuracy,":[170],"convert":[172],"standard":[174],"convolutional":[180],"so":[186],"has":[189,237],"learnable":[191],"activation":[192],"weight.":[195],"Finally,":[196],"introduce":[198],"unstructured":[199],"pruning":[200,245],"reduce":[202],"computational":[203],"complexity":[204],"minimize":[206],"overfitting":[207],"removing":[209],"channels":[210],"lower":[212],"feature":[213],"importance.":[214],"We":[215],"use":[216],"three":[217],"datasets,":[218],"NinaPro":[219,221],"DB1,":[220],"DB5,":[222],"CSL,":[224],"evaluation.":[226],"The":[227],"results":[228],"show":[229],"model,":[234],"each":[235],"dataset":[236],"achieved":[238],"highest":[240],"rates":[246,254],"were":[247],"0.2,":[248],"0.1,":[249],"0.4,":[251],"accuracy":[253],"reached":[255],"98.38%,":[256],"93.81%,":[257],"75.56%,":[259],"respectively.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2025-10-10T00:00:00"}
