{"id":"https://openalex.org/W4286306100","doi":"https://doi.org/10.23919/ascc56756.2022.9828186","title":"Performance Analysis of Machine Learning Algorithms for EMG-based Gestures","display_name":"Performance Analysis of Machine Learning Algorithms for EMG-based Gestures","publication_year":2022,"publication_date":"2022-05-04","ids":{"openalex":"https://openalex.org/W4286306100","doi":"https://doi.org/10.23919/ascc56756.2022.9828186"},"language":"en","primary_location":{"id":"doi:10.23919/ascc56756.2022.9828186","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ascc56756.2022.9828186","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/A5025246315","display_name":"Muhammad Arqum Razzaq","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":true,"raw_author_name":"Muhammad Arqum Razzaq","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/A5012471611","display_name":"Hammad Nazeer","orcid":"https://orcid.org/0000-0002-2036-9601"},"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":"Hammad Nazeer","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/A5025246315"],"corresponding_institution_ids":["https://openalex.org/I899713450"],"apc_list":null,"apc_paid":null,"fwci":0.3206,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.42592034,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9937999844551086,"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9934999942779541,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.8833550810813904},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.7824093103408813},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7078135013580322},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.4916456341743469},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4690912961959839},{"id":"https://openalex.org/keywords/amputation","display_name":"Amputation","score":0.4478519558906555},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.441089391708374},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.43745970726013184},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.42072486877441406},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.41366127133369446},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.40495985746383667},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3734024465084076},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.085629403591156}],"concepts":[{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.8833550810813904},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.7824093103408813},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7078135013580322},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.4916456341743469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4690912961959839},{"id":"https://openalex.org/C2776204877","wikidata":"https://www.wikidata.org/wiki/Q477415","display_name":"Amputation","level":2,"score":0.4478519558906555},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.441089391708374},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.43745970726013184},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.42072486877441406},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.41366127133369446},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.40495985746383667},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3734024465084076},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.085629403591156},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/ascc56756.2022.9828186","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ascc56756.2022.9828186","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":[],"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":36,"referenced_works":["https://openalex.org/W1605883445","https://openalex.org/W1976879866","https://openalex.org/W2012822001","https://openalex.org/W2032394057","https://openalex.org/W2044628302","https://openalex.org/W2047562431","https://openalex.org/W2078355631","https://openalex.org/W2080143037","https://openalex.org/W2087351678","https://openalex.org/W2089635851","https://openalex.org/W2113998107","https://openalex.org/W2120422653","https://openalex.org/W2134123560","https://openalex.org/W2143236508","https://openalex.org/W2154607074","https://openalex.org/W2319856099","https://openalex.org/W2611159092","https://openalex.org/W2616867171","https://openalex.org/W2761181345","https://openalex.org/W2789267097","https://openalex.org/W2790485271","https://openalex.org/W2795870271","https://openalex.org/W2810066453","https://openalex.org/W2908109241","https://openalex.org/W3004197953","https://openalex.org/W3044056112","https://openalex.org/W3148181069","https://openalex.org/W3202855755","https://openalex.org/W3209927196","https://openalex.org/W3217092890","https://openalex.org/W4244133321","https://openalex.org/W4387712487","https://openalex.org/W6636042716","https://openalex.org/W6746328331","https://openalex.org/W6748572766","https://openalex.org/W6781154587"],"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/W2998259334"],"abstract_inverted_index":{"Prostheses":[0],"are":[1,30,73],"the":[2,9,49,52,76],"need":[3,42],"for":[4,39,96],"injured":[5],"soldiers":[6],"returning":[7],"from":[8],"war":[10],"and":[11,16,26,35,46,56,89],"persons":[12],"after":[13],"natural":[14],"disasters":[15],"accidents":[17],"with":[18],"amputation.":[19],"Prosthetics":[20],"can":[21],"be":[22,44],"categorized":[23],"as":[24],"active":[25],"passive.":[27],"EMG":[28],"signals":[29],"generated":[31,38],"by":[32],"muscle":[33],"contraction":[34],"extension.":[36],"Signals":[37],"body":[40],"gestures":[41],"to":[43,75],"filtered":[45],"classified":[47],"before":[48],"actuation":[50],"of":[51,59],"prosthetic.":[53],"The":[54,83],"accurate":[55],"reliable":[57],"working":[58],"prosthetics":[60],"depends":[61],"on":[62],"gesture":[63],"classification":[64],"accuracy.":[65],"In":[66],"this":[67],"regard,":[68],"different":[69],"machine":[70],"learning":[71],"algorithms":[72],"applied":[74],"dataset":[77],"obtained":[78],"through":[79],"MYO":[80],"Thalmic":[81],"Armband.":[82],"research":[84],"concludes":[85],"that":[86],"logistic":[87],"regression":[88],"linear":[90],"discriminant":[91],"analysis":[92],"have":[93],"great":[94],"accuracy":[95],"EMG-based":[97],"gestures.":[98]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
