{"id":"https://openalex.org/W2898675160","doi":"https://doi.org/10.1109/tbme.2018.2840848","title":"Myoelectric Pattern Recognition for Controlling a Robotic Hand: A Feasibility Study in Stroke","display_name":"Myoelectric Pattern Recognition for Controlling a Robotic Hand: A Feasibility Study in Stroke","publication_year":2018,"publication_date":"2018-05-25","ids":{"openalex":"https://openalex.org/W2898675160","doi":"https://doi.org/10.1109/tbme.2018.2840848","mag":"2898675160","pmid":"https://pubmed.ncbi.nlm.nih.gov/29993410"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2018.2840848","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2018.2840848","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-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/A5101559520","display_name":"Zhiyuan Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I1308118854","display_name":"Memorial Hermann Institute for Rehabilitation and Research Foundation","ror":"https://ror.org/037v8w471","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1308118854"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zhiyuan Lu","raw_affiliation_strings":["Department of Physical Medicine and Rehabilitation, University of Texas Health Science Center at Houston, and TIRR Memorial Hermann Research Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physical Medicine and Rehabilitation, University of Texas Health Science Center at Houston, and TIRR Memorial Hermann Research Center","institution_ids":["https://openalex.org/I1308118854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066840655","display_name":"Raymond Kai\u2010Yu Tong","orcid":"https://orcid.org/0000-0003-4375-653X"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kai-yu Tong","raw_affiliation_strings":["Department of Biomedical Engineering, Chinese University of Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-4375-653X","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Chinese University of Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100437205","display_name":"Xu Zhang","orcid":"https://orcid.org/0000-0002-1533-4340"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Zhang","raw_affiliation_strings":["Biomedical Engineering Program, University of Science and Technology of China"],"raw_orcid":"https://orcid.org/0000-0002-1533-4340","affiliations":[{"raw_affiliation_string":"Biomedical Engineering Program, University of Science and Technology of China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112409267","display_name":"Sheng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I1308118854","display_name":"Memorial Hermann Institute for Rehabilitation and Research Foundation","ror":"https://ror.org/037v8w471","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1308118854"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sheng Li","raw_affiliation_strings":["Department of Physical Medicine and Rehabilitation, University of Texas Health Science Center at Houston, and TIRR Memorial Hermann Research Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physical Medicine and Rehabilitation, University of Texas Health Science Center at Houston, and TIRR Memorial Hermann Research Center","institution_ids":["https://openalex.org/I1308118854"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023146372","display_name":"Ping Zhou","orcid":"https://orcid.org/0000-0002-4394-2677"},"institutions":[{"id":"https://openalex.org/I1308118854","display_name":"Memorial Hermann Institute for Rehabilitation and Research Foundation","ror":"https://ror.org/037v8w471","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1308118854"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ping Zhou","raw_affiliation_strings":["Department of Physical Medicine and Rehabilitation, University of Texas Health Science Center at Houston, and TIRR Memorial Hermann Research Center, Houston, TX, USA"],"raw_orcid":"https://orcid.org/0000-0002-4394-2677","affiliations":[{"raw_affiliation_string":"Department of Physical Medicine and Rehabilitation, University of Texas Health Science Center at Houston, and TIRR Memorial Hermann Research Center, Houston, TX, USA","institution_ids":["https://openalex.org/I1308118854"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101559520"],"corresponding_institution_ids":["https://openalex.org/I1308118854"],"apc_list":null,"apc_paid":null,"fwci":4.5685,"has_fulltext":false,"cited_by_count":99,"citation_normalized_percentile":{"value":0.95459125,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"66","issue":"2","first_page":"365","last_page":"372"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.8669000267982483,"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":0.8669000267982483,"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":0.03700000047683716,"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.02459999918937683,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5791919231414795},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4875749945640564},{"id":"https://openalex.org/keywords/stroke","display_name":"Stroke (engine)","score":0.44144514203071594},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.42007189989089966},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32303714752197266},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.29773828387260437},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21631616353988647},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.1059519350528717}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5791919231414795},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4875749945640564},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.44144514203071594},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.42007189989089966},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32303714752197266},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.29773828387260437},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21631616353988647},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.1059519350528717}],"mesh":[{"descriptor_ui":"D000067190","descriptor_name":"Exoskeleton Device","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000067190","descriptor_name":"Exoskeleton Device","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000067190","descriptor_name":"Exoskeleton Device","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000071939","descriptor_name":"Stroke Rehabilitation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D000071939","descriptor_name":"Stroke Rehabilitation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D000071939","descriptor_name":"Stroke Rehabilitation","qualifier_ui":"Q000379","qualifier_name":"methods","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":"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":"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":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","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":"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":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","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}],"locations_count":2,"locations":[{"id":"doi:10.1109/tbme.2018.2840848","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2018.2840848","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:29993410","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29993410","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":"IEEE transactions on bio-medical engineering","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8174151572","display_name":null,"funder_award_id":"16GRNT29100012","funder_id":"https://openalex.org/F4320306230","funder_display_name":"American Heart Association"}],"funders":[{"id":"https://openalex.org/F4320306230","display_name":"American Heart Association","ror":"https://ror.org/013kjyp64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1815774045","https://openalex.org/W1985976263","https://openalex.org/W1986707268","https://openalex.org/W1986953135","https://openalex.org/W2002499457","https://openalex.org/W2009372966","https://openalex.org/W2022327534","https://openalex.org/W2024900513","https://openalex.org/W2032246760","https://openalex.org/W2043175102","https://openalex.org/W2047698863","https://openalex.org/W2050394316","https://openalex.org/W2053207636","https://openalex.org/W2056759886","https://openalex.org/W2061556110","https://openalex.org/W2076024315","https://openalex.org/W2084248883","https://openalex.org/W2085205501","https://openalex.org/W2087455143","https://openalex.org/W2088509424","https://openalex.org/W2089876405","https://openalex.org/W2096209111","https://openalex.org/W2100832974","https://openalex.org/W2100920718","https://openalex.org/W2106526692","https://openalex.org/W2108225567","https://openalex.org/W2111046820","https://openalex.org/W2111135417","https://openalex.org/W2115123877","https://openalex.org/W2115463211","https://openalex.org/W2115647181","https://openalex.org/W2122215532","https://openalex.org/W2122612627","https://openalex.org/W2134123560","https://openalex.org/W2143759933","https://openalex.org/W2152093652","https://openalex.org/W2153635508","https://openalex.org/W2164894157","https://openalex.org/W2168436483","https://openalex.org/W2169235068","https://openalex.org/W2170034570","https://openalex.org/W2344094861","https://openalex.org/W2345068998","https://openalex.org/W2398289100","https://openalex.org/W2493474345","https://openalex.org/W2528715854","https://openalex.org/W2569974921","https://openalex.org/W2601795657","https://openalex.org/W2734896949","https://openalex.org/W2735653450","https://openalex.org/W2943068470","https://openalex.org/W6638370187","https://openalex.org/W6673541844","https://openalex.org/W6677172804","https://openalex.org/W6723842364","https://openalex.org/W6741233878"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Myoelectric":[1,47],"pattern":[2,36,48,87,94,129,180,202,232],"recognition":[3,37,49,88,95,130,181,203,233],"has":[4],"been":[5],"successfully":[6],"applied":[7,81],"as":[8,17],"a":[9,40,168],"human-machine":[10],"interface":[11],"to":[12,82,139,199,204],"control":[13,96,174,205,234],"robotic":[14,41,100,160,207],"devices":[15],"such":[16],"prostheses":[18],"and":[19,74,119,176],"exoskeletons,":[20],"significantly":[21],"improving":[22],"the":[23,31,69,75,84,126,133,136,142,159,172,177,188,206,215,227],"dexterity":[24],"of":[25,33,50,64,97,110,153,187,214,229],"myoelectric":[26,35,86,93,128,179,201,231],"control.":[27],"This":[28],"study":[29,164],"investigates":[30],"feasibility":[32,228],"applying":[34,230],"for":[38,157,226,235],"controlling":[39,158],"hand":[42,52,101,208],"in":[43,61,125,209],"stroke":[44,66,147,189,216,219],"patients.":[45,217],"METHODS:":[46],"six":[51],"motion":[53],"patterns":[54],"was":[55,144],"performed":[56],"using":[57,132],"forearm":[58],"electromyogram":[59],"signals":[60],"paretic":[62],"side":[63],"eight":[65],"subjects.":[67,190],"Both":[68],"random":[70],"cross":[71],"validation":[72,78],"(RCV)":[73],"chronological":[76],"handout":[77],"(CHV)":[79],"were":[80,102,123],"assess":[83],"offline":[85,127,178],"performance.":[89],"Experiments":[90],"on":[91],"real-time":[92,173],"an":[98,150],"exoskeleton":[99],"also":[103],"performed.":[104],"RESULTS:":[105],"An":[106],"average":[107,151],"classification":[108],"accuracy":[109,137,152,175],"84.1%":[111],"(the":[112],"mean":[113],"value":[114],"from":[115],"two":[116],"different":[117],"classifiers)":[118],"individual":[120],"subject":[121,220],"differences":[122],"observed":[124],"analysis":[131],"RCV,":[134],"while":[135],"decreased":[138],"65.7%":[140],"when":[141],"CHV":[143],"used.":[145],"The":[146,192],"subjects":[148],"achieved":[149],"61.3":[154],"\u00b1":[155],"20.9%":[156],"hand.":[161],"However,":[162],"our":[163],"did":[165],"not":[166,212],"reveal":[167],"clear":[169],"correlation":[170],"between":[171],"performance,":[182],"or":[183],"any":[184],"specific":[185],"characteristics":[186],"CONCLUSION:":[191],"findings":[193],"suggest":[194],"that":[195],"it":[196],"is":[197],"feasible":[198],"apply":[200],"some":[210],"but":[211],"all":[213],"Each":[218],"should":[221],"be":[222],"individually":[223],"online":[224],"tested":[225],"robot-assisted":[236],"rehabilitation.":[237]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}