{"id":"https://openalex.org/W4294975063","doi":"https://doi.org/10.1109/embc48229.2022.9871625","title":"EMG Data Augmentation for Grasp Classification Using Generative Adversarial Networks","display_name":"EMG Data Augmentation for Grasp Classification Using Generative Adversarial Networks","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4294975063","doi":"https://doi.org/10.1109/embc48229.2022.9871625","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086326"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871625","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871625","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5007454376","display_name":"Vincent Mendez","orcid":"https://orcid.org/0000-0002-0442-6469"},"institutions":[{"id":"https://openalex.org/I4210160687","display_name":"Wyss Center for Bio and Neuroengineering","ror":"https://ror.org/05tg4dc47","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I4210160687"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"V. Mendez","raw_affiliation_strings":["Bertarelli Foundation Chair in Translational Neuroengineering, Centre for Neuroprosthetics and Institute of Bioengineering, School of Engineering, Ecole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne,Lausanne,Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bertarelli Foundation Chair in Translational Neuroengineering, Centre for Neuroprosthetics and Institute of Bioengineering, School of Engineering, Ecole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne,Lausanne,Switzerland","institution_ids":["https://openalex.org/I4210160687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048882965","display_name":"C. Lhoste","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"C. Lhoste","raw_affiliation_strings":["Ecole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne,Lausanne,Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ecole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne,Lausanne,Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080060929","display_name":"Silvestro Micera","orcid":"https://orcid.org/0000-0003-4396-8217"},"institutions":[{"id":"https://openalex.org/I4210160687","display_name":"Wyss Center for Bio and Neuroengineering","ror":"https://ror.org/05tg4dc47","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I4210160687"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"S. Micera","raw_affiliation_strings":["Bertarelli Foundation Chair in Translational Neuroengineering, Centre for Neuroprosthetics and Institute of Bioengineering, School of Engineering, Ecole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne,Lausanne,Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bertarelli Foundation Chair in Translational Neuroengineering, Centre for Neuroprosthetics and Institute of Bioengineering, School of Engineering, Ecole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne,Lausanne,Switzerland","institution_ids":["https://openalex.org/I4210160687"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2022","issue":null,"first_page":"3619","last_page":"3622"},"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9983000159263611,"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"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9980000257492065,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7651105523109436},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.7463278770446777},{"id":"https://openalex.org/keywords/grasp","display_name":"GRASP","score":0.7436960339546204},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5732104778289795},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.561504602432251},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5488387942314148},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5225971937179565},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.4916613698005676},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43504369258880615},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.43175289034843445},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.4144696891307831},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33265459537506104},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.32494816184043884},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.08958050608634949},{"id":"https://openalex.org/keywords/bubble","display_name":"Bubble","score":0.07147818803787231}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7651105523109436},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7463278770446777},{"id":"https://openalex.org/C171268870","wikidata":"https://www.wikidata.org/wiki/Q1486676","display_name":"GRASP","level":2,"score":0.7436960339546204},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5732104778289795},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.561504602432251},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5488387942314148},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5225971937179565},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.4916613698005676},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43504369258880615},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.43175289034843445},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.4144696891307831},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33265459537506104},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.32494816184043884},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.08958050608634949},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.07147818803787231},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","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":"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":"D018737","descriptor_name":"Hand Strength","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018737","descriptor_name":"Hand Strength","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018737","descriptor_name":"Hand Strength","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018763","descriptor_name":"Muscle Fatigue","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018763","descriptor_name":"Muscle Fatigue","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018763","descriptor_name":"Muscle Fatigue","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871625","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871625","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086326","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086326","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.46000000834465027}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2163605009","https://openalex.org/W2765746460","https://openalex.org/W2807869636","https://openalex.org/W2892051732","https://openalex.org/W2954996726","https://openalex.org/W2997304337","https://openalex.org/W2998144014","https://openalex.org/W3012140936","https://openalex.org/W3023937217","https://openalex.org/W3081927722","https://openalex.org/W3082568354","https://openalex.org/W3119868170","https://openalex.org/W3126854045","https://openalex.org/W3185006080","https://openalex.org/W6684191040","https://openalex.org/W6772031341","https://openalex.org/W6777011266"],"related_works":["https://openalex.org/W2163296013","https://openalex.org/W2743859443","https://openalex.org/W2888032422","https://openalex.org/W4385421777","https://openalex.org/W4377980832","https://openalex.org/W2897769091","https://openalex.org/W2845413374","https://openalex.org/W3005996785","https://openalex.org/W4297411772","https://openalex.org/W4235873501"],"abstract_inverted_index":{"Electromyography":[0],"(EMG)":[1],"has":[2,35],"been":[3],"used":[4],"as":[5],"an":[6],"interface":[7],"for":[8,14],"the":[9,18,37,101],"control":[10],"of":[11,20,48,59,68,103],"robotic":[12],"hands":[13],"decades":[15],"but":[16,43],"with":[17],"improvement":[19],"embedded":[21],"electronics":[22],"and":[23,75],"decoding":[24,41],"algorithms,":[25],"many":[26],"applications":[27],"are":[28],"now":[29],"envisaged":[30],"by":[31],"companies.":[32],"Deep":[33],"learning":[34,85],"shown":[36],"possibility":[38],"to":[39,50,94,99],"increase":[40,100],"performance":[42,102],"it":[44],"requires":[45],"large":[46],"amounts":[47,58],"data":[49,69,86,98],"show":[51],"its":[52],"full":[53],"capabilities.":[54],"However,":[55],"recording":[56,66],"such":[57],"EMG":[60],"signals":[61],"face":[62],"several":[63],"issues":[64],"since":[65],"hours":[67],"from":[70],"patients":[71],"is":[72],"very":[73],"time-consuming":[74],"can":[76],"result":[77],"in":[78],"muscle":[79],"fatigue.":[80],"We":[81],"explore":[82],"a":[83],"deep":[84],"augmentation":[87],"strategy":[88],"using":[89],"generative":[90],"adversarial":[91],"networks":[92],"(GANs)":[93],"create":[95],"high-quality":[96],"synthetic":[97],"grasp":[104],"classification.":[105]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
