{"id":"https://openalex.org/W2312839761","doi":"https://doi.org/10.1109/embc.2014.6943678","title":"A characterization of the effect of limb position on EMG features to guide the development of effective prosthetic control schemes","display_name":"A characterization of the effect of limb position on EMG features to guide the development of effective prosthetic control schemes","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W2312839761","doi":"https://doi.org/10.1109/embc.2014.6943678","mag":"2312839761","pmid":"https://pubmed.ncbi.nlm.nih.gov/25570046"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2014.6943678","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6943678","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":"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/A5087966266","display_name":"Ashkan Radmand","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":"A. Radmand","raw_affiliation_strings":["Institute of Biomedical Engineering at The University of New Brunswick, Fredericton, NB Canada","Institute of Biomedical Engineering, The University of New Brunswick, Fredericton, NB, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering at The University of New Brunswick, Fredericton, NB Canada","institution_ids":["https://openalex.org/I106938459"]},{"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/A5025818642","display_name":"Erik Scheme","orcid":"https://orcid.org/0000-0002-4421-1016"},"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. Scheme","raw_affiliation_strings":["Institute of Biomedical Engineering at The University of New Brunswick, Fredericton, NB Canada","Research Engineer at the Institute of Biomedical Engineering, The University of New Brunswick, Fredericton, NB, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering at The University of New Brunswick, Fredericton, NB Canada","institution_ids":["https://openalex.org/I106938459"]},{"raw_affiliation_string":"Research Engineer at the 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 at The University of New Brunswick, Fredericton, NB Canada","Institute of Biomedical Engineering, The University of New Brunswick, Fredericton, NB, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering at The University of New Brunswick, Fredericton, NB Canada","institution_ids":["https://openalex.org/I106938459"]},{"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":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I106938459"],"apc_list":null,"apc_paid":null,"fwci":2.3747,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.89370171,"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":"662","last_page":"667"},"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":0.9983999729156494,"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":0.9962999820709229,"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/repeatability","display_name":"Repeatability","score":0.9211558103561401},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6852669715881348},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.584179162979126},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5562708377838135},{"id":"https://openalex.org/keywords/position","display_name":"Position (finance)","score":0.5518914461135864},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48433148860931396},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4533793032169342},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3187655210494995},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12541306018829346}],"concepts":[{"id":"https://openalex.org/C154020017","wikidata":"https://www.wikidata.org/wiki/Q520171","display_name":"Repeatability","level":2,"score":0.9211558103561401},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6852669715881348},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.584179162979126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5562708377838135},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.5518914461135864},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48433148860931396},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4533793032169342},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3187655210494995},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12541306018829346},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000203","descriptor_name":"Activities of Daily Living","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":"D000328","descriptor_name":"Adult","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":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","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":true},{"descriptor_ui":"D005121","descriptor_name":"Extremities","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005121","descriptor_name":"Extremities","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005121","descriptor_name":"Extremities","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"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":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059015","descriptor_name":"Wireless Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059015","descriptor_name":"Wireless Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059015","descriptor_name":"Wireless Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2014.6943678","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6943678","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:25570046","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25570046","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":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W629053621","https://openalex.org/W1932106644","https://openalex.org/W1963745554","https://openalex.org/W1966039670","https://openalex.org/W1969081222","https://openalex.org/W1991397260","https://openalex.org/W2003345831","https://openalex.org/W2035526759","https://openalex.org/W2036302957","https://openalex.org/W2037905137","https://openalex.org/W2038715090","https://openalex.org/W2063331996","https://openalex.org/W2066519883","https://openalex.org/W2106526692","https://openalex.org/W2118088779","https://openalex.org/W2123917016","https://openalex.org/W2133648693","https://openalex.org/W2141566444","https://openalex.org/W2148268262","https://openalex.org/W2156654664","https://openalex.org/W2164006146","https://openalex.org/W2165619603","https://openalex.org/W2171188488","https://openalex.org/W2172174842","https://openalex.org/W6680124040"],"related_works":["https://openalex.org/W2774752550","https://openalex.org/W4288084846","https://openalex.org/W2893816048","https://openalex.org/W3168747143","https://openalex.org/W2315867670","https://openalex.org/W1968795594","https://openalex.org/W2237675924","https://openalex.org/W2755432716","https://openalex.org/W2001085980","https://openalex.org/W1605170656"],"abstract_inverted_index":{"Electromyogram":[0],"(EMG)":[1],"pattern":[2,46,55],"recognition":[3,56],"has":[4,18],"long":[5],"been":[6,19],"used":[7],"for":[8,54],"the":[9,42,52,61,70,79,93,102,106,111,116,135,175],"control":[10],"of":[11,44,72,78,115,189,209,216],"upper":[12],"limb":[13,31,62,73,94,176],"prostheses.":[14],"More":[15],"recently,":[16],"it":[17],"shown":[20,121,170],"that":[21,91],"variability":[22],"induced":[23],"during":[24],"functional":[25],"use,":[26],"such":[27],"as":[28,81],"changes":[29],"in":[30,104,165,177],"position":[32,63,74,99,129,136,192,205],"and":[33,85,113,131,161,211],"dynamic":[34],"contractions,":[35],"can":[36],"have":[37],"a":[38,98,157],"substantial":[39],"impact":[40,71],"on":[41,69,76],"robustness":[43],"EMG":[45],"recognition.":[47],"This":[48,198],"work":[49],"further":[50],"investigates":[51],"reasons":[53],"performance":[57],"degradation":[58],"due":[59],"to":[60,97,139,194],"variation.":[64],"The":[65,88],"main":[66],"focus":[67],"is":[68,95,108,120,163,169],"variation":[75],"features":[77],"EMG,":[80],"measured":[82],"using":[83],"separability":[84,112,145,160],"repeatability":[86,114,147,162],"metrics.":[87],"results":[89],"show":[90],"when":[92,172],"moved":[96],"different":[100,179],"from":[101,186],"one":[103],"which":[105,155],"classifier":[107],"trained,":[109],"both":[110],"data":[117],"decrease.":[118],"It":[119,168],"how":[122],"two":[123],"previously":[124],"proposed":[125,164],"classification":[126,153,184,213],"methods,":[127],"multiple":[128,204],"training":[130,206],"dual-stage":[132,212],"classification,":[133],"resolve":[134],"effect":[137],"problem":[138],"some":[140],"extent":[141],"through":[142],"increasing":[143],"either":[144],"or":[146],"but":[148],"not":[149],"both.":[150],"A":[151],"hybrid":[152,199],"method":[154,182,200],"exhibits":[156],"compromise":[158],"between":[159],"this":[166,181],"work.":[167],"that,":[171],"tested":[173],"with":[174],"16":[178],"positions,":[180],"increases":[183],"accuracy":[185],"an":[187],"average":[188,208,215],"70%":[190],"(single":[191],"training)":[193],"89%":[195],"(hybrid":[196],"approach).":[197],"significantly":[201],"(p<;0.05)":[202],"outperforms":[203],"(an":[207,214],"86%)":[210],"85%).":[217]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
