{"id":"https://openalex.org/W2196825433","doi":"https://doi.org/10.1109/embc.2015.7318695","title":"Classification of hand and wrist tasks of unknown force levels using muscle synergies","display_name":"Classification of hand and wrist tasks of unknown force levels using muscle synergies","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2196825433","doi":"https://doi.org/10.1109/embc.2015.7318695","mag":"2196825433","pmid":"https://pubmed.ncbi.nlm.nih.gov/26736595"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2015.7318695","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7318695","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th 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/A5051562033","display_name":"Bahareh Atoufi","orcid":null},"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":"B. Atoufi","raw_affiliation_strings":["Department of Health Science and Technology, Aalborg University, Aalborg, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Health Science and Technology, Aalborg University, Aalborg, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079484792","display_name":"Ernest Nlandu Kamavuako","orcid":"https://orcid.org/0000-0001-6846-2090"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"E. N. Kamavuako","raw_affiliation_strings":["Institute of Biomedical Engineering, The University of New Brunswick, Fredericton, NB, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, The University of New Brunswick, Fredericton, NB, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110275503","display_name":"B. Hudgins","orcid":null},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"B. Hudgins","raw_affiliation_strings":["Institute of Biomedical Engineering, The University of New Brunswick, Fredericton, NB, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, The University of New Brunswick, Fredericton, NB, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089741694","display_name":"Kevin Englehart","orcid":"https://orcid.org/0000-0003-4525-1121"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"K. Englehart","raw_affiliation_strings":["Institute of Biomedical Engineering, The University of New Brunswick, Fredericton, NB, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, The University of New Brunswick, Fredericton, NB, Canada","institution_ids":["https://openalex.org/I106938459"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3638,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.63994081,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"86","issue":null,"first_page":"1663","last_page":"1666"},"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":0.9991999864578247,"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/T10982","display_name":"Motor Control and Adaptation","score":0.9990000128746033,"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/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.7825735807418823},{"id":"https://openalex.org/keywords/wrist","display_name":"Wrist","score":0.6752446889877319},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5131979584693909},{"id":"https://openalex.org/keywords/intensity","display_name":"Intensity (physics)","score":0.5059344172477722},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5039641261100769},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.4830839931964874},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.4611407220363617},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.4524678885936737},{"id":"https://openalex.org/keywords/muscle-contraction","display_name":"Muscle contraction","score":0.41171592473983765},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4096010625362396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39390742778778076},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2371191680431366},{"id":"https://openalex.org/keywords/anatomy","display_name":"Anatomy","score":0.20288130640983582},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1589657962322235},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12969771027565002},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08340448141098022}],"concepts":[{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.7825735807418823},{"id":"https://openalex.org/C2778216619","wikidata":"https://www.wikidata.org/wiki/Q185706","display_name":"Wrist","level":2,"score":0.6752446889877319},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5131979584693909},{"id":"https://openalex.org/C93038891","wikidata":"https://www.wikidata.org/wiki/Q1061524","display_name":"Intensity (physics)","level":2,"score":0.5059344172477722},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5039641261100769},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.4830839931964874},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.4611407220363617},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.4524678885936737},{"id":"https://openalex.org/C2776050358","wikidata":"https://www.wikidata.org/wiki/Q127006","display_name":"Muscle contraction","level":2,"score":0.41171592473983765},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4096010625362396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39390742778778076},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2371191680431366},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.20288130640983582},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1589657962322235},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12969771027565002},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08340448141098022},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001186","descriptor_name":"Artificial Limbs","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":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014955","descriptor_name":"Wrist Joint","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014955","descriptor_name":"Wrist Joint","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014955","descriptor_name":"Wrist Joint","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D053580","descriptor_name":"Muscle Strength","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D053580","descriptor_name":"Muscle Strength","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D053580","descriptor_name":"Muscle Strength","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2015.7318695","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7318695","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:26736595","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26736595","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/7b0e9980-1864-4e42-8c8a-5d60372549cc","is_oa":false,"landing_page_url":"https://vbn.aau.dk/da/publications/7b0e9980-1864-4e42-8c8a-5d60372549cc","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":"Atoufi , B , Kamavuako , E N , Hudgins , B &amp; Englehart , K 2015 , Classification of hand and wrist tasks of unknown force levels using muscle synergies . in 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC, 25-29 August 2015, Milan, Italy . , 7318695 , IEEE Press , pp. 1663-1666 , Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC , Milan , Italy , 25/08/2015 . https://doi.org/10.1109/EMBC.2015.7318695","raw_type":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6899999976158142,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W123848537","https://openalex.org/W589739327","https://openalex.org/W1482575233","https://openalex.org/W1964025242","https://openalex.org/W1972837991","https://openalex.org/W1978944610","https://openalex.org/W1997815560","https://openalex.org/W2013845357","https://openalex.org/W2038715090","https://openalex.org/W2041758746","https://openalex.org/W2042326523","https://openalex.org/W2051230789","https://openalex.org/W2070213512","https://openalex.org/W2080407376","https://openalex.org/W2097092203","https://openalex.org/W2103386113","https://openalex.org/W2111135417","https://openalex.org/W2112802476","https://openalex.org/W2132825846","https://openalex.org/W2134131452","https://openalex.org/W2148108509","https://openalex.org/W2153036520","https://openalex.org/W2154683138","https://openalex.org/W2171130677","https://openalex.org/W2244455943","https://openalex.org/W6617432373"],"related_works":["https://openalex.org/W2406926056","https://openalex.org/W2376139493","https://openalex.org/W110334421","https://openalex.org/W2048493693","https://openalex.org/W2559360246","https://openalex.org/W1996668300","https://openalex.org/W2911808920","https://openalex.org/W2170071336","https://openalex.org/W2013246180","https://openalex.org/W2141253262"],"abstract_inverted_index":{"Muscle":[0],"synergies":[1,58,69,116,139,159,167,182,197],"have":[2,23],"been":[3,24,61],"proposed":[4],"as":[5,150],"a":[6,28,39,54,151],"way":[7],"for":[8,209],"the":[9,16,32,35,90,98,114,119,134,141,145,154,166,181,193],"central":[10],"nervous":[11],"system":[12],"(CNS)":[13],"to":[14,26,49,73,122,201],"simplify":[15],"generation":[17],"of":[18,31,41,57,104,143,156,195],"motor":[19],"commands":[20],"and":[21,77,106,117],"they":[22,203],"shown":[25],"explain":[27],"large":[29],"portion":[30],"variation":[33],"in":[34],"muscle":[36,68,115,138,158,196],"patterns":[37],"across":[38,162,172,212],"variety":[40],"conditions.":[42],"However,":[43],"whether":[44],"human":[45],"subjects":[46,91],"are":[47],"able":[48],"control":[50],"prostheses":[51],"proportionally":[52],"with":[53,140,180],"small":[55],"set":[56],"has":[59],"not":[60,205],"tested":[62],"directly.":[63],"Here":[64],"we":[65,112],"investigated":[66],"if":[67],"can":[70],"be":[71],"used":[72],"identify":[74],"different":[75,94,213],"wrist":[76,107],"hand":[78,105],"motions.":[79],"We":[80,132],"recorded":[81],"electromyographic":[82],"(EMG)":[83],"activity":[84],"from":[85],"eight":[86],"arm":[87],"muscles":[88],"while":[89],"exerted":[92,214],"seven":[93,102],"intensity":[95,125,163,174,215],"levels":[96],"during":[97],"motions":[99],"when":[100],"performing":[101],"classes":[103],"motion.":[108],"From":[109],"these":[110],"data":[111],"extracted":[113,157],"classified":[118],"tasks":[120],"associated":[121],"each":[123],"contraction":[124],"profile":[126],"by":[127],"linear":[128],"discriminant":[129],"analysis":[130],"(LDA).":[131],"compared":[133],"performance":[135,142,194],"obtained":[136],"using":[137,144],"mean":[146],"absolute":[147],"values":[148],"(MAV)":[149],"feature.":[152],"Also,":[153],"consistency":[155,170],"was":[160,198],"studied":[161],"variations.":[164],"While":[165],"showed":[168],"relative":[169],"particularly":[171],"closer":[173],"levels,":[175],"average":[176],"classification":[177],"results":[178,189],"generated":[179],"were":[183],"less":[184],"accurate":[185],"than":[186],"MAVs.":[187],"These":[188],"indicate":[190],"that":[191],"although":[192],"very":[199],"close":[200],"MAVs,":[202],"do":[204],"provide":[206],"additional":[207],"information":[208],"task":[210],"identification":[211],"levels.":[216]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
