{"id":"https://openalex.org/W2048001450","doi":"https://doi.org/10.1109/mhs.2012.6492483","title":"Study on recognition of upper limb motion pattern using surface EMG signals for bilateral rehabilitation","display_name":"Study on recognition of upper limb motion pattern using surface EMG signals for bilateral rehabilitation","publication_year":2012,"publication_date":"2012-04-01","ids":{"openalex":"https://openalex.org/W2048001450","doi":"https://doi.org/10.1109/mhs.2012.6492483","mag":"2048001450"},"language":"en","primary_location":{"id":"doi:10.1109/mhs.2012.6492483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mhs.2012.6492483","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Symposium on Micro-NanoMechatronics and Human Science (MHS)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"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/A5060387989","display_name":"Zhibin Song","orcid":"https://orcid.org/0000-0002-3715-2003"},"institutions":[{"id":"https://openalex.org/I201933988","display_name":"Kagawa University","ror":"https://ror.org/04j7mzp05","country_code":"JP","type":"education","lineage":["https://openalex.org/I201933988"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Zhibin Song","raw_affiliation_strings":["Department of Intelligent Mechanical Systems Engineering, Kagawa University, Takamatsu, Japan","Department of Intelligent Mechanical Systems Engineering, Kagawa University, Hayashi-cho, Takamatsu, 761-0396 Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intelligent Mechanical Systems Engineering, Kagawa University, Takamatsu, Japan","institution_ids":["https://openalex.org/I201933988"]},{"raw_affiliation_string":"Department of Intelligent Mechanical Systems Engineering, Kagawa University, Hayashi-cho, Takamatsu, 761-0396 Japan","institution_ids":["https://openalex.org/I201933988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100611041","display_name":"Shuxiang Guo","orcid":"https://orcid.org/0000-0002-0607-9798"},"institutions":[{"id":"https://openalex.org/I201933988","display_name":"Kagawa University","ror":"https://ror.org/04j7mzp05","country_code":"JP","type":"education","lineage":["https://openalex.org/I201933988"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shuxiang Guo","raw_affiliation_strings":["Department of Intelligent Mechanical Systems Engineering, Kagawa University, Takamatsu, Japan","Department of Intelligent Mechanical Systems Engineering, Kagawa University, Hayashi-cho, Takamatsu, 761-0396 Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intelligent Mechanical Systems Engineering, Kagawa University, Takamatsu, Japan","institution_ids":["https://openalex.org/I201933988"]},{"raw_affiliation_string":"Department of Intelligent Mechanical Systems Engineering, Kagawa University, Hayashi-cho, Takamatsu, 761-0396 Japan","institution_ids":["https://openalex.org/I201933988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089503468","display_name":"Muye Pang","orcid":"https://orcid.org/0000-0002-3198-1265"},"institutions":[{"id":"https://openalex.org/I201933988","display_name":"Kagawa University","ror":"https://ror.org/04j7mzp05","country_code":"JP","type":"education","lineage":["https://openalex.org/I201933988"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Muye Pang","raw_affiliation_strings":["Graduate School of Engineering, Kagawa University, Takamatsu, Japan","Graduate School of Engineering Kagawa University Hayashi-cho, Takamatsu 761-0396 Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Engineering, Kagawa University, Takamatsu, Japan","institution_ids":["https://openalex.org/I201933988"]},{"raw_affiliation_string":"Graduate School of Engineering Kagawa University Hayashi-cho, Takamatsu 761-0396 Japan","institution_ids":["https://openalex.org/I201933988"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084153714","display_name":"Songyuan Zhang","orcid":"https://orcid.org/0000-0001-9837-098X"},"institutions":[{"id":"https://openalex.org/I201933988","display_name":"Kagawa University","ror":"https://ror.org/04j7mzp05","country_code":"JP","type":"education","lineage":["https://openalex.org/I201933988"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Songyuan Zhang","raw_affiliation_strings":["Graduate School of Engineering, Kagawa University, Takamatsu, Japan","Graduate School of Engineering Kagawa University Hayashi-cho, Takamatsu 761-0396 Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Engineering, Kagawa University, Takamatsu, Japan","institution_ids":["https://openalex.org/I201933988"]},{"raw_affiliation_string":"Graduate School of Engineering Kagawa University Hayashi-cho, Takamatsu 761-0396 Japan","institution_ids":["https://openalex.org/I201933988"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I201933988"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"24","issue":null,"first_page":"425","last_page":"430"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9977999925613403,"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":0.9944000244140625,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6854726076126099},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6509155035018921},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6468899250030518},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.5934619903564453},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5569543242454529},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.5359358191490173},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4772098660469055},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4624374806880951},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4584175944328308},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.44541528820991516},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4267449975013733},{"id":"https://openalex.org/keywords/rehabilitation","display_name":"Rehabilitation","score":0.41577979922294617},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.3540334105491638},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.22098863124847412},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10180318355560303},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08414322137832642},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08015108108520508}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6854726076126099},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6509155035018921},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6468899250030518},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.5934619903564453},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5569543242454529},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.5359358191490173},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4772098660469055},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4624374806880951},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4584175944328308},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.44541528820991516},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4267449975013733},{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.41577979922294617},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.3540334105491638},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.22098863124847412},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10180318355560303},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08414322137832642},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08015108108520508},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mhs.2012.6492483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mhs.2012.6492483","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Symposium on Micro-NanoMechatronics and Human Science (MHS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.49000000953674316,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1605883445","https://openalex.org/W1966455806","https://openalex.org/W1989037771","https://openalex.org/W1998201582","https://openalex.org/W2022787437","https://openalex.org/W2045763919","https://openalex.org/W2088561286","https://openalex.org/W2092102206","https://openalex.org/W2097337738","https://openalex.org/W2102187116","https://openalex.org/W2126878378","https://openalex.org/W2574524654","https://openalex.org/W2749212728","https://openalex.org/W3120421331","https://openalex.org/W4238269334","https://openalex.org/W4242470988","https://openalex.org/W6636042716","https://openalex.org/W6732123170"],"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/W2077021924"],"abstract_inverted_index":{"Surface":[0],"electromyographic":[1],"signal":[2,100,106],"(sEMG)":[3],"is":[4,32,101,147],"deep":[5],"related":[6],"with":[7,135],"the":[8,24,27,35,52,68,78,98,131,150,158,162],"activation":[9],"of":[10,15,26,37,54,72,84,104,133],"motor":[11],"muscle":[12],"and":[13,107,121,142],"motion":[14,53,69,85],"human":[16,28,73],"body,":[17],"which":[18,112],"can":[19,43,113],"be":[20],"used":[21],"to":[22,47,129],"estimate":[23],"intention":[25],"movement.":[29],"So":[30],"it":[31,115],"advantaged":[33],"in":[34],"application":[36],"bilateral":[38],"rehabilitation,":[39],"where":[40],"hemiplegic":[41],"patients":[42],"perform":[44],"rehabilitation":[45],"training":[46,61],"their":[48],"impaired":[49],"limbs":[50,56],"following":[51],"intact":[55],"by":[57],"using":[58],"a":[59,102,125],"certain":[60],"tool.":[62],"In":[63],"this":[64],"paper,":[65],"we":[66],"discussed":[67],"pattern":[70],"recognition":[71,163],"upper":[74],"limb":[75],"based":[76,87],"on":[77,88],"sEMG":[79,89,99,134],"signals.":[80],"The":[81,152],"main":[82],"features":[83,139],"patterns":[86],"signals":[90],"are":[91,109],"extracted":[92],"via":[93],"wavelet":[94],"packet":[95],"transform.":[96],"Because":[97],"kind":[103],"non-stationary":[105],"there":[108],"many":[110],"factors":[111],"affect":[114],"like":[116],"inherent":[117],"noise,":[118],"cross":[119],"talk":[120],"so":[122],"on.":[123],"Therefore,":[124],"simple":[126],"new":[127],"method":[128,160],"obtain":[130],"trend":[132],"weighted":[136],"peaks":[137],"as":[138,149],"was":[140],"proposed":[141,159],"support":[143],"vector":[144],"machine":[145],"(SVM)":[146],"utilized":[148],"classifier.":[151],"contrastive":[153],"experimental":[154],"results":[155],"show":[156],"that":[157],"improved":[161],"rate.":[164]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
