{"id":"https://openalex.org/W2898736195","doi":"https://doi.org/10.1109/embc.2018.8513480","title":"Performance of Combined Surface and Intramuscular EMG for Classification of Hand Movements","display_name":"Performance of Combined Surface and Intramuscular EMG for Classification of Hand Movements","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2898736195","doi":"https://doi.org/10.1109/embc.2018.8513480","mag":"2898736195","pmid":"https://pubmed.ncbi.nlm.nih.gov/30441515"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2018.8513480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8513480","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-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/A5027610917","display_name":"Muhammad Zia ur Rehman","orcid":"https://orcid.org/0000-0002-6141-3648"},"institutions":[{"id":"https://openalex.org/I110357561","display_name":"University of the Sciences","ror":"https://ror.org/048gmay44","country_code":"US","type":"education","lineage":["https://openalex.org/I110357561"]},{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK","US"],"is_corresponding":true,"raw_author_name":"Muhammad Zia ur Rehman","raw_affiliation_strings":["National University of Sciences and Technology, Islamabad, PK"],"affiliations":[{"raw_affiliation_string":"National University of Sciences and Technology, Islamabad, PK","institution_ids":["https://openalex.org/I110357561","https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082686072","display_name":"Syed Omer Gillani","orcid":null},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]},{"id":"https://openalex.org/I110357561","display_name":"University of the Sciences","ror":"https://ror.org/048gmay44","country_code":"US","type":"education","lineage":["https://openalex.org/I110357561"]}],"countries":["PK","US"],"is_corresponding":false,"raw_author_name":"Syed Omer Gillani","raw_affiliation_strings":["National University of Sciences and Technology, Islamabad, PK"],"affiliations":[{"raw_affiliation_string":"National University of Sciences and Technology, Islamabad, PK","institution_ids":["https://openalex.org/I110357561","https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013885410","display_name":"Asim Waris","orcid":"https://orcid.org/0000-0002-0190-0700"},"institutions":[{"id":"https://openalex.org/I110357561","display_name":"University of the Sciences","ror":"https://ror.org/048gmay44","country_code":"US","type":"education","lineage":["https://openalex.org/I110357561"]},{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK","US"],"is_corresponding":false,"raw_author_name":"Asim Waris","raw_affiliation_strings":["National University of Sciences and Technology, Islamabad, PK"],"affiliations":[{"raw_affiliation_string":"National University of Sciences and Technology, Islamabad, PK","institution_ids":["https://openalex.org/I110357561","https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075820834","display_name":"Mads Jochumsen","orcid":"https://orcid.org/0000-0001-7729-4359"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Mads Jochumsen","raw_affiliation_strings":["Aalborg Universitet, Aalborg, DK"],"affiliations":[{"raw_affiliation_string":"Aalborg Universitet, Aalborg, DK","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043672014","display_name":"Imran Khan Niazi","orcid":"https://orcid.org/0000-0001-8752-7224"},"institutions":[{"id":"https://openalex.org/I160722675","display_name":"New Zealand College of Chiropractic","ror":"https://ror.org/056y35868","country_code":"NZ","type":"education","lineage":["https://openalex.org/I160722675"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Imran Khan Niazi","raw_affiliation_strings":["New Zealand College of Chiropractic, Auckland, Auckland, NZ"],"affiliations":[{"raw_affiliation_string":"New Zealand College of Chiropractic, Auckland, Auckland, NZ","institution_ids":["https://openalex.org/I160722675"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079484792","display_name":"Ernest Nlandu Kamavuako","orcid":"https://orcid.org/0000-0001-6846-2090"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ernest Nlandu Kamavuako","raw_affiliation_strings":["King's College London, London, London, GB"],"affiliations":[{"raw_affiliation_string":"King's College London, London, London, GB","institution_ids":["https://openalex.org/I183935753"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5027610917"],"corresponding_institution_ids":["https://openalex.org/I110357561","https://openalex.org/I929597975"],"apc_list":null,"apc_paid":null,"fwci":0.4436,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.62255962,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"53","issue":null,"first_page":"5220","last_page":"5223"},"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":0.9977999925613403,"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":0.9976000189781189,"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/electromyography","display_name":"Electromyography","score":0.7024545073509216},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6021938323974609},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5326186418533325},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45271196961402893},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3961804211139679},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.38850975036621094},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3677043318748474},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20589464902877808},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13399070501327515}],"concepts":[{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.7024545073509216},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6021938323974609},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5326186418533325},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45271196961402893},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3961804211139679},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.38850975036621094},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3677043318748474},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20589464902877808},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13399070501327515},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000674","descriptor_name":"Amputees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000674","descriptor_name":"Amputees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000674","descriptor_name":"Amputees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","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":"D006225","descriptor_name":"Hand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006225","descriptor_name":"Hand","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":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2018.8513480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8513480","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:30441515","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30441515","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},{"id":"pmh:oai:pure.atira.dk:publications/cdddc0fb-4787-491b-956b-5a80c6b8c813","is_oa":false,"landing_page_url":"https://vbn.aau.dk/da/publications/cdddc0fb-4787-491b-956b-5a80c6b8c813","pdf_url":null,"source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Rehman, M Z U, Gillani, S O, Waris, A, Jochumsen, M, Niazi, I K & Kamavuako, E N 2018, Performance of Combined Surface and Intramuscular EMG for Classification of Hand Movements. in 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2018. vol. 2018-July, 8513480, IEEE (Institute of Electrical and Electronics Engineers), Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference, pp. 5220-5223, 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2018, Honolulu, United States, 18/07/2018. https://doi.org/10.1109/EMBC.2018.8513480","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1489930906","https://openalex.org/W2009438399","https://openalex.org/W2012905082","https://openalex.org/W2033332600","https://openalex.org/W2060695952","https://openalex.org/W2073062108","https://openalex.org/W2091967860","https://openalex.org/W2092102206","https://openalex.org/W2097690077","https://openalex.org/W2101660043","https://openalex.org/W2109140866","https://openalex.org/W2117171058","https://openalex.org/W2118516612","https://openalex.org/W2123167643","https://openalex.org/W2133530044","https://openalex.org/W2149250980","https://openalex.org/W2153043277","https://openalex.org/W2501720163","https://openalex.org/W2516710120","https://openalex.org/W2771554623","https://openalex.org/W2955674036","https://openalex.org/W6746135112","https://openalex.org/W6765078354"],"related_works":["https://openalex.org/W2376139493","https://openalex.org/W2911808920","https://openalex.org/W2141253262","https://openalex.org/W3156756500","https://openalex.org/W4251090744","https://openalex.org/W2386293158","https://openalex.org/W2433638048","https://openalex.org/W4282981700","https://openalex.org/W2006061919","https://openalex.org/W2391009298"],"abstract_inverted_index":{"The":[0],"surface":[1,36,62],"EMG":[2,21,39],"(sEMG)":[3],"has":[4],"been":[5],"used":[6,85,96,101],"as":[7,58,184],"control":[8,90,165],"source":[9],"for":[10,25,41,72,86,123,139,167],"upper":[11,26],"limb":[12,27],"prosthetics":[13],"since":[14],"decades.":[15],"Previous":[16],"studies":[17],"suggested":[18],"that":[19],"intramuscular":[20,38,64],"showed":[22],"promising":[23],"results":[24,152],"prosthetics.":[28],"This":[29],"study":[30],"investigates":[31],"the":[32,108,118,137,158],"strength":[33],"of":[34,149,160],"combined":[35,98],"and":[37,48,63,76,81,126,142,171],"(cEMG)":[40],"improved":[42,182],"myoelectric":[43,164],"control.":[44],"Five":[45],"able-bodied":[46,125,141],"subjects":[47,128,144,169],"three":[49],"transradial":[50],"amputees":[51],"were":[52,66,84,95,100],"evaluated":[53],"using":[54,105,129],"offline":[55],"classification":[56],"error":[57],"performance":[59,159,183],"metric.":[60],"Six":[61],"channels":[65,94,99],"recorded":[67],"concurrently":[68],"from":[69],"each":[70],"subject":[71],"seven":[73],"consecutive":[74],"days":[75],"Stacked":[77],"sparse":[78],"autoencoders":[79],"(SSAE)":[80],"LDA":[82],"classifiers":[83],"classification.":[87],"As":[88],"a":[89],"source,":[91],"either":[92],"sEMG":[93,119,138],"or":[97],"with":[102,145],"reduced":[103],"features":[104],"PCA.":[106],"In":[107],"within":[109],"session":[110,133],"analysis,":[111,134],"cEMG":[112,135,154],"$(":[113],"2.21":[114],"\\pm":[115,121],"1.19${%)":[116],"outperformed":[117,136],"($4.63":[120],"2.07${%)":[122],"both":[124,140],"amputee":[127,143,168],"SSAE.":[130],"For":[131],"between":[132],"percentage":[146],"points":[147],"difference":[148],"7.93.":[150],"These":[151],"imply":[153],"can":[155,174],"significantly":[156],"improve":[157],"pattern":[161],"recognition":[162],"based":[163],"scheme":[166],"too":[170],"further":[172],"improvement":[173],"be":[175],"made":[176],"by":[177],"utilizing":[178],"SSAE":[179],"which":[180],"show":[181],"compared":[185],"to":[186],"LDA.":[187]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}