{"id":"https://openalex.org/W4286306526","doi":"https://doi.org/10.23919/ascc56756.2022.9828126","title":"EMG Signals Based Gesture Recognition Accuracy Improvement by Machine Learning Classifiers/Algorithms","display_name":"EMG Signals Based Gesture Recognition Accuracy Improvement by Machine Learning Classifiers/Algorithms","publication_year":2022,"publication_date":"2022-05-04","ids":{"openalex":"https://openalex.org/W4286306526","doi":"https://doi.org/10.23919/ascc56756.2022.9828126"},"language":"en","primary_location":{"id":"doi:10.23919/ascc56756.2022.9828126","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ascc56756.2022.9828126","pdf_url":null,"source":{"id":"https://openalex.org/S4363607827","display_name":"2022 13th Asian Control Conference (ASCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th Asian Control Conference (ASCC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5033391712","display_name":"Jamila Akhter","orcid":"https://orcid.org/0009-0006-2403-7395"},"institutions":[{"id":"https://openalex.org/I899713450","display_name":"Air University","ror":"https://ror.org/03yfe9v83","country_code":"PK","type":"education","lineage":["https://openalex.org/I899713450"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Jamila Akhter","raw_affiliation_strings":["Air University,Department of Mechatronics Engineering,Islamabad,Pakistan","Department of Mechatronics Engineering, Air University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Air University,Department of Mechatronics Engineering,Islamabad,Pakistan","institution_ids":["https://openalex.org/I899713450"]},{"raw_affiliation_string":"Department of Mechatronics Engineering, Air University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I899713450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073746669","display_name":"Noman Naseer","orcid":"https://orcid.org/0000-0002-2680-6403"},"institutions":[{"id":"https://openalex.org/I899713450","display_name":"Air University","ror":"https://ror.org/03yfe9v83","country_code":"PK","type":"education","lineage":["https://openalex.org/I899713450"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Noman Naseer","raw_affiliation_strings":["Air University,Department of Mechatronics Engineering,Islamabad,Pakistan","Department of Mechatronics Engineering, Air University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Air University,Department of Mechatronics Engineering,Islamabad,Pakistan","institution_ids":["https://openalex.org/I899713450"]},{"raw_affiliation_string":"Department of Mechatronics Engineering, Air University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I899713450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024108108","display_name":"Anum Rashid","orcid":null},"institutions":[{"id":"https://openalex.org/I899713450","display_name":"Air University","ror":"https://ror.org/03yfe9v83","country_code":"PK","type":"education","lineage":["https://openalex.org/I899713450"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Anum Rashid","raw_affiliation_strings":["Air University,Department of Mechatronics Engineering,Islamabad,Pakistan","Department of Mechatronics Engineering, Air University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Air University,Department of Mechatronics Engineering,Islamabad,Pakistan","institution_ids":["https://openalex.org/I899713450"]},{"raw_affiliation_string":"Department of Mechatronics Engineering, Air University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I899713450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058482004","display_name":"Muhammad Jawad Khan","orcid":"https://orcid.org/0000-0001-9638-2565"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad Jawad Khan","raw_affiliation_strings":["National University of Science and Technology,School of Mechanical and Manufacturing Engineering,Islamabad,Pakistan","School of Mechanical and Manufacturing Engineering, National University of Science and Technology, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"National University of Science and Technology,School of Mechanical and Manufacturing Engineering,Islamabad,Pakistan","institution_ids":[]},{"raw_affiliation_string":"School of Mechanical and Manufacturing Engineering, National University of Science and Technology, Islamabad, Pakistan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021609168","display_name":"Keum\u2010Shik Hong","orcid":"https://orcid.org/0000-0002-8528-4457"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Keum-Shik Hong","raw_affiliation_strings":["Pusan National University,School of Mechanical Engineering,Busan,Republic of Korea,46241"],"affiliations":[{"raw_affiliation_string":"Pusan National University,School of Mechanical Engineering,Busan,Republic of Korea,46241","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048821757","display_name":"Ghufran Ullah","orcid":"https://orcid.org/0000-0003-3910-802X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ghufran Ullah","raw_affiliation_strings":["National University of Science and Technology,School of Mechanical and Manufacturing Engineering,Islamabad,Pakistan","School of Mechanical and Manufacturing Engineering, National University of Science and Technology, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"National University of Science and Technology,School of Mechanical and Manufacturing Engineering,Islamabad,Pakistan","institution_ids":[]},{"raw_affiliation_string":"School of Mechanical and Manufacturing Engineering, National University of Science and Technology, Islamabad, Pakistan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5033391712"],"corresponding_institution_ids":["https://openalex.org/I899713450"],"apc_list":null,"apc_paid":null,"fwci":0.6409,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.59671092,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9983000159263611,"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.7271571159362793},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.7060216069221497},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7035239934921265},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6546069383621216},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.6313750147819519},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6229614019393921},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.6080539226531982},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5490872263908386},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.49876856803894043},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4955505132675171},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.48291799426078796},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.42506515979766846},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.42215144634246826},{"id":"https://openalex.org/keywords/cross-validation","display_name":"Cross-validation","score":0.421753466129303},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39249804615974426},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.11169621348381042}],"concepts":[{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.7271571159362793},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.7060216069221497},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7035239934921265},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6546069383621216},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.6313750147819519},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6229614019393921},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.6080539226531982},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5490872263908386},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.49876856803894043},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4955505132675171},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.48291799426078796},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.42506515979766846},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.42215144634246826},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.421753466129303},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39249804615974426},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.11169621348381042},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/ascc56756.2022.9828126","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ascc56756.2022.9828126","pdf_url":null,"source":{"id":"https://openalex.org/S4363607827","display_name":"2022 13th Asian Control Conference (ASCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th Asian Control Conference (ASCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5699999928474426,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320335199","display_name":"Korea Institute of Energy Technology Evaluation and Planning","ror":"https://ror.org/02zq38y32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1524792337","https://openalex.org/W2002499457","https://openalex.org/W2066725876","https://openalex.org/W2548124629","https://openalex.org/W2761446804","https://openalex.org/W2915745584","https://openalex.org/W2996111941","https://openalex.org/W3019335159","https://openalex.org/W3037153987"],"related_works":["https://openalex.org/W2086889680","https://openalex.org/W3153505674","https://openalex.org/W4246466849","https://openalex.org/W2998259334","https://openalex.org/W2997511728","https://openalex.org/W2525967854","https://openalex.org/W2119349310","https://openalex.org/W4388878069","https://openalex.org/W4312478656","https://openalex.org/W4379364525"],"abstract_inverted_index":{"The":[0,54,82,114],"study":[1,15,119],"proposed":[2],"the":[3,24,46,51,98,111,128,140],"acquiring,":[4],"classifying,":[5],"and":[6,39,76,89,92,135],"recognizing":[7],"hand":[8,52,90,121],"gestures":[9],"through":[10],"electromyography":[11],"(EMG)":[12],"signals.":[13],"This":[14],"captured":[16],"EMG":[17,33],"signals":[18],"using":[19],"a":[20,59],"Myo-band":[21],"distal":[22],"to":[23,44,49,130],"elbow":[25],"joint":[26],"while":[27],"performing":[28],"seven":[29],"upper":[30,112],"limb":[31],"movements.":[32],"data":[34],"from":[35],"20":[36],"healthy":[37],"subjects":[38],"supervised":[40],"classifiers":[41],"were":[42,95],"used":[43,126],"observe":[45],"movement":[47,94],"changes":[48],"recognize":[50],"gestures.":[53],"classification":[55],"was":[56,87],"achieved":[57],"with":[58,97],"10-fold":[60],"cross-validation":[61],"technique":[62],"under":[63],"Logistic":[64],"Regression":[65],"(LR),":[66],"Linear":[67],"Discriminant":[68],"Analysis":[69],"(LDA),":[70],"K-Neighbors":[71],"(KNN),":[72],"Decision":[73],"Tree":[74],"(DT),":[75],"Gaussian":[77],"Naive":[78],"Bayes":[79],"(NB)":[80],"classifier.":[81],"accuracy":[83],"range":[84],"of":[85,110,116],"54-67%":[86],"observed,":[88],"flexion":[91],"extension":[93],"observed":[96],"highest":[99],"precision":[100],"for":[101],"all":[102],"classifiers,":[103],"as":[104],"these":[105],"are":[106],"powerful":[107,136],"muscular":[108],"movements":[109],"arm.":[113],"conclusions":[115],"this":[117],"experimental":[118],"suggest":[120],"gesture":[122],"recognition":[123],"can":[124],"be":[125],"in":[127,139],"future":[129],"develop":[131],"an":[132],"efficient,":[133],"flexible,":[134],"prosthetic":[137],"design":[138],"biomedical":[141],"engineering":[142],"field.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}
