{"id":"https://openalex.org/W2314585443","doi":"https://doi.org/10.1109/embc.2014.6944388","title":"Classification of hand movements in amputated subjects by sEMG and accelerometers","display_name":"Classification of hand movements in amputated subjects by sEMG and accelerometers","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W2314585443","doi":"https://doi.org/10.1109/embc.2014.6944388","mag":"2314585443","pmid":"https://pubmed.ncbi.nlm.nih.gov/25570756"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2014.6944388","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944388","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","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/A5075411914","display_name":"Manfredo Atzori","orcid":"https://orcid.org/0000-0001-5397-2063"},"institutions":[{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Manfredo Atzori","raw_affiliation_strings":["Haute Ecole Specialisee de Suisse Occidentale, Delemont, JU, CH"],"affiliations":[{"raw_affiliation_string":"Haute Ecole Specialisee de Suisse Occidentale, Delemont, JU, CH","institution_ids":["https://openalex.org/I173439891"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054979732","display_name":"Arjan Gijsberts","orcid":null},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Arjan Gijsberts","raw_affiliation_strings":["Institute de Recherche Idiap, Martigny, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute de Recherche Idiap, Martigny, Switzerland","institution_ids":["https://openalex.org/I7495430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061961859","display_name":"Henning M\u00fcller","orcid":"https://orcid.org/0000-0001-6800-9878"},"institutions":[{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Henning Muller","raw_affiliation_strings":["Haute Ecole Specialisee de Suisse Occidentale, Delemont, JU, CH"],"affiliations":[{"raw_affiliation_string":"Haute Ecole Specialisee de Suisse Occidentale, Delemont, JU, CH","institution_ids":["https://openalex.org/I173439891"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024757596","display_name":"Barbara Caputo","orcid":"https://orcid.org/0000-0001-7169-0158"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Barbara Caputo","raw_affiliation_strings":["University of Rome La Sapienza, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"University of Rome La Sapienza, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5075411914"],"corresponding_institution_ids":["https://openalex.org/I173439891"],"apc_list":null,"apc_paid":null,"fwci":2.1183,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.86999211,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"2014","issue":null,"first_page":"3545","last_page":"3549"},"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":0.9988999962806702,"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":0.9947999715805054,"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/accelerometer","display_name":"Accelerometer","score":0.8833720684051514},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.733143150806427},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.6764811277389526},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6277673840522766},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.5797220468521118},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4687882661819458},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3598403036594391},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3491895794868469},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3306512236595154},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21892774105072021}],"concepts":[{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.8833720684051514},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.733143150806427},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.6764811277389526},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6277673840522766},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.5797220468521118},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4687882661819458},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3598403036594391},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3491895794868469},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3306512236595154},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21892774105072021},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":"D004566","descriptor_name":"Electrodes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004566","descriptor_name":"Electrodes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004566","descriptor_name":"Electrodes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc.2014.6944388","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944388","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:25570756","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25570756","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:iris.uniroma1.it:11573/795344","is_oa":false,"landing_page_url":"http://hdl.handle.net/11573/795344","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:www.research.unipd.it:11577/3394637","is_oa":false,"landing_page_url":"http://hdl.handle.net/11577/3394637","pdf_url":null,"source":{"id":"https://openalex.org/S4306402547","display_name":"Padua Research Archive (University of Padova)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.75,"display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1963745554","https://openalex.org/W1966498387","https://openalex.org/W2008437881","https://openalex.org/W2009107851","https://openalex.org/W2010895394","https://openalex.org/W2016071976","https://openalex.org/W2037967616","https://openalex.org/W2041345816","https://openalex.org/W2051119374","https://openalex.org/W2082480549","https://openalex.org/W2091306084","https://openalex.org/W2096553993","https://openalex.org/W2102729747","https://openalex.org/W2120395111","https://openalex.org/W2120422653","https://openalex.org/W2129566274","https://openalex.org/W2153036520","https://openalex.org/W2161493443","https://openalex.org/W2165619603","https://openalex.org/W2168162876","https://openalex.org/W2170034570","https://openalex.org/W2977419794","https://openalex.org/W4239875977","https://openalex.org/W6671288942","https://openalex.org/W6673125554"],"related_works":["https://openalex.org/W2765080098","https://openalex.org/W2385749422","https://openalex.org/W2355290145","https://openalex.org/W2353465659","https://openalex.org/W2009888974","https://openalex.org/W2355539379","https://openalex.org/W2056341223","https://openalex.org/W3023105672","https://openalex.org/W4231410700","https://openalex.org/W4237770763"],"abstract_inverted_index":{"Numerous":[0],"recent":[1,28],"studies":[2,16,40],"have":[3],"aimed":[4],"to":[5,54,70,129,160],"improve":[6],"myoelectric":[7],"control":[8,77],"of":[9,14,38,90,112,140,155,164,236],"prostheses.":[10],"However,":[11],"the":[12,32,36,46,50,84,88,113,120,153,156,162,174],"majority":[13,37],"these":[15,39],"is":[17,150,182,185,217],"characterized":[18],"by":[19,31,87,220,234],"two":[20],"problems":[21,86],"that":[22,49,173,195,212,225],"could":[23],"be":[24,200,232],"easily":[25,231],"fulfilled":[26],"with":[27,45],"resources":[29],"supplied":[30],"scientific":[33],"literature.":[34],"First,":[35],"use":[41],"only":[42,58],"intact":[43,99,190,196],"subjects,":[44,100,191],"unproved":[47],"assumption":[48],"results":[51,171,198],"apply":[52],"equally":[53],"amputees.":[55],"Second,":[56],"usually":[57],"electromyography":[59],"data":[60,106,128],"are":[61],"used,":[62],"despite":[63],"other":[64],"sensors":[65],"(e.g.,":[66],"accelerometers)":[67],"being":[68],"easy":[69],"include":[71],"into":[72],"a":[73,215],"real":[74,226],"life":[75,227],"prosthesis":[76],"system.":[78],"In":[79],"this":[80],"paper":[81],"we":[82],"analyze":[83],"mentioned":[85],"classification":[89,177],"40":[91,98],"hand":[92,167],"movements":[93],"in":[94],"5":[95],"amputated":[96,168,180,206],"and":[97,104,107,131,192],"using":[101],"both":[102],"sEMG":[103,127],"accelerometry":[105,213],"applying":[108],"several":[109],"different":[110],"state":[111],"art":[114],"methods.":[115],"The":[116,138],"datasets":[117],"come":[118],"from":[119],"NinaPro":[121],"database,":[122],"which":[123,184],"supplies":[124],"publicly":[125],"available":[126],"develop":[130],"test":[132],"machine":[133],"learning":[134],"algorithms":[135],"for":[136,179,205],"prosthetics.":[137],"number":[139],"subjects":[141,181,197],"can":[142,199],"seem":[143],"small":[144],"at":[145],"first":[146],"sight,":[147],"but":[148],"it":[149],"not":[151],"considering":[152],"literature":[154],"field":[157],"(which":[158],"has":[159],"face":[161],"difficulty":[163],"recruiting":[165],"trans-radial":[166],"subjects).":[169],"Our":[170],"indicate":[172],"maximum":[175],"average":[176],"accuracy":[178],"61.14%,":[183],"just":[186],"15.86%":[187],"less":[188,218],"than":[189,222],"they":[193],"show":[194],"used":[201],"as":[202,214],"proxy":[203],"measure":[204],"subjects.":[207],"Finally,":[208],"our":[209],"comparison":[210],"shows":[211],"modality":[216],"affected":[219],"amputation":[221],"electromyography,":[223],"suggesting":[224],"prosthetics":[228],"performance":[229],"may":[230],"improved":[233],"inclusion":[235],"accelerometers.":[237]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
