{"id":"https://openalex.org/W3175622289","doi":"https://doi.org/10.1109/msp.2021.3075931","title":"Machine Learning for the Control of Prosthetic Arms: Using Electromyographic Signals for Improved Performance","display_name":"Machine Learning for the Control of Prosthetic Arms: Using Electromyographic Signals for Improved Performance","publication_year":2021,"publication_date":"2021-06-29","ids":{"openalex":"https://openalex.org/W3175622289","doi":"https://doi.org/10.1109/msp.2021.3075931","mag":"3175622289"},"language":"en","primary_location":{"id":"doi:10.1109/msp.2021.3075931","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2021.3075931","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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 Signal Processing Magazine","raw_type":"journal-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/A5050844936","display_name":"Ahmed W. Shehata","orcid":"https://orcid.org/0000-0001-8442-9901"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ahmed W. Shehata","raw_affiliation_strings":["University of Alberta, Edmonton, Alberta, Canada"],"raw_orcid":"https://orcid.org/0000-0001-8442-9901","affiliations":[{"raw_affiliation_string":"University of Alberta, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067108969","display_name":"Heather E. Williams","orcid":"https://orcid.org/0000-0001-8051-3751"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Heather E. Williams","raw_affiliation_strings":["University of Alberta, Edmonton, Alberta, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Alberta, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072517831","display_name":"Jacqueline S. Hebert","orcid":"https://orcid.org/0000-0003-0788-0568"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jacqueline S. Hebert","raw_affiliation_strings":["University of Alberta, Edmonton, Alberta, Canada"],"raw_orcid":"https://orcid.org/0000-0003-0788-0568","affiliations":[{"raw_affiliation_string":"University of Alberta, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058237113","display_name":"Patrick M. Pilarski","orcid":"https://orcid.org/0000-0003-1686-2978"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Patrick M. Pilarski","raw_affiliation_strings":["University of Alberta, Edmonton, Alberta, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Alberta, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154425047"],"apc_list":null,"apc_paid":null,"fwci":1.4627,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.79887448,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"38","issue":"4","first_page":"46","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":1.0,"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":1.0,"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":0.9969000220298767,"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":0.9969000220298767,"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/computer-science","display_name":"Computer science","score":0.6395689845085144},{"id":"https://openalex.org/keywords/artificial-limbs","display_name":"Artificial limbs","score":0.6142566204071045},{"id":"https://openalex.org/keywords/independence","display_name":"Independence (probability theory)","score":0.5553057193756104},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4765242338180542},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43697208166122437},{"id":"https://openalex.org/keywords/sense","display_name":"Sense (electronics)","score":0.41599804162979126},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4147513806819916},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.4028639495372772},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22202518582344055},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.16235217452049255},{"id":"https://openalex.org/keywords/prosthesis","display_name":"Prosthesis","score":0.1371864378452301},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11938005685806274},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0876835286617279}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6395689845085144},{"id":"https://openalex.org/C2987467780","wikidata":"https://www.wikidata.org/wiki/Q181802","display_name":"Artificial limbs","level":3,"score":0.6142566204071045},{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.5553057193756104},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4765242338180542},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43697208166122437},{"id":"https://openalex.org/C143141573","wikidata":"https://www.wikidata.org/wiki/Q7450971","display_name":"Sense (electronics)","level":2,"score":0.41599804162979126},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4147513806819916},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.4028639495372772},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22202518582344055},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.16235217452049255},{"id":"https://openalex.org/C2778715743","wikidata":"https://www.wikidata.org/wiki/Q181802","display_name":"Prosthesis","level":2,"score":0.1371864378452301},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11938005685806274},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0876835286617279},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/msp.2021.3075931","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2021.3075931","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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 Signal Processing Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2026245948","display_name":null,"funder_award_id":"DG RGPIN-2015-03646","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G8354552207","display_name":"Using kinesthetic feedback to improve human-robotic control","funder_award_id":"rgpin-2019-05961","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320309949","display_name":"Canadian Institute for Advanced Research","ror":"https://ror.org/01sdtdd95"},{"id":"https://openalex.org/F4320314212","display_name":"Alberta Machine Intelligence Institute","ror":null},{"id":"https://openalex.org/F4320319952","display_name":"Canada Foundation for Innovation","ror":"https://ror.org/000az4664"},{"id":"https://openalex.org/F4320320994","display_name":"Canada Research Chairs","ror":"https://ror.org/0517h6h17"},{"id":"https://openalex.org/F4320325651","display_name":"Alberta Innovates","ror":null},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1718959331","https://openalex.org/W1986953135","https://openalex.org/W1991397260","https://openalex.org/W2044628302","https://openalex.org/W2045036720","https://openalex.org/W2056315586","https://openalex.org/W2125585124","https://openalex.org/W2128316619","https://openalex.org/W2134408600","https://openalex.org/W2145339207","https://openalex.org/W2155893840","https://openalex.org/W2156914236","https://openalex.org/W2171188488","https://openalex.org/W2234130870","https://openalex.org/W2282958449","https://openalex.org/W2499463490","https://openalex.org/W2501720163","https://openalex.org/W2596332976","https://openalex.org/W2609815615","https://openalex.org/W2745743236","https://openalex.org/W2807258275","https://openalex.org/W2886903801","https://openalex.org/W2892206633","https://openalex.org/W2915782394","https://openalex.org/W2922311477","https://openalex.org/W2947181481","https://openalex.org/W2950833354","https://openalex.org/W2981877040","https://openalex.org/W3003884158","https://openalex.org/W3010195458","https://openalex.org/W3036967207","https://openalex.org/W3120391066","https://openalex.org/W6637781184"],"related_works":["https://openalex.org/W4385542742","https://openalex.org/W2037111888","https://openalex.org/W3170014661","https://openalex.org/W3125750421","https://openalex.org/W4391254571","https://openalex.org/W2414034219","https://openalex.org/W2463801224","https://openalex.org/W2334800161","https://openalex.org/W1992638551","https://openalex.org/W68147753"],"abstract_inverted_index":{"The":[0],"human":[1],"hand":[2],"can":[3],"perform":[4],"many":[5],"precise":[6],"functions":[7],"and":[8],"is":[9,21,29],"relied":[10],"upon":[11],"for":[12],"countless":[13],"aspects":[14],"of":[15,27],"daily":[16],"life.":[17],"When":[18],"upperlimb":[19],"amputation":[20],"necessitated,":[22],"an":[23],"affected":[24],"individual's":[25],"sense":[26],"independence":[28],"understandably":[30],"impacted.":[31]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":7}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
