{"id":"https://openalex.org/W2508819249","doi":"https://doi.org/10.3390/s16081304","title":"A Review of Classification Techniques of EMG Signals during Isotonic and Isometric Contractions","display_name":"A Review of Classification Techniques of EMG Signals during Isotonic and Isometric Contractions","publication_year":2016,"publication_date":"2016-08-17","ids":{"openalex":"https://openalex.org/W2508819249","doi":"https://doi.org/10.3390/s16081304","mag":"2508819249","pmid":"https://pubmed.ncbi.nlm.nih.gov/27548165"},"language":"en","primary_location":{"id":"doi:10.3390/s16081304","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s16081304","pdf_url":"https://www.mdpi.com/1424-8220/16/8/1304/pdf?version=1471422634","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/16/8/1304/pdf?version=1471422634","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080461908","display_name":"Nurhazimah Nazmi","orcid":"https://orcid.org/0000-0002-4757-9596"},"institutions":[{"id":"https://openalex.org/I171481255","display_name":"Shibaura Institute of Technology","ror":"https://ror.org/020wjcq07","country_code":"JP","type":"education","lineage":["https://openalex.org/I171481255"]},{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["JP","MY"],"is_corresponding":false,"raw_author_name":"Nurhazimah Nazmi","raw_affiliation_strings":["Department of Bio-Science and Engineering, College of Systems Engineering and Science, Shibaura Institute of Technology, Fukasaku 307, Saitama-City 337-8570, Japan","Malaysia Japan International Institute of Technology, Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur 54100, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Bio-Science and Engineering, College of Systems Engineering and Science, Shibaura Institute of Technology, Fukasaku 307, Saitama-City 337-8570, Japan","institution_ids":["https://openalex.org/I171481255"]},{"raw_affiliation_string":"Malaysia Japan International Institute of Technology, Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur 54100, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072852185","display_name":"Mohd Azizi Abdul Rahman","orcid":"https://orcid.org/0000-0001-9969-8792"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Mohd Abdul Rahman","raw_affiliation_strings":["Malaysia Japan International Institute of Technology, Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur 54100, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-9969-8792","affiliations":[{"raw_affiliation_string":"Malaysia Japan International Institute of Technology, Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur 54100, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102255699","display_name":"Shin-Ichiroh Yamamoto","orcid":null},"institutions":[{"id":"https://openalex.org/I171481255","display_name":"Shibaura Institute of Technology","ror":"https://ror.org/020wjcq07","country_code":"JP","type":"education","lineage":["https://openalex.org/I171481255"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shin-Ichiroh Yamamoto","raw_affiliation_strings":["Department of Bio-Science and Engineering, College of Systems Engineering and Science, Shibaura Institute of Technology, Fukasaku 307, Saitama-City 337-8570, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Bio-Science and Engineering, College of Systems Engineering and Science, Shibaura Institute of Technology, Fukasaku 307, Saitama-City 337-8570, Japan","institution_ids":["https://openalex.org/I171481255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064105727","display_name":"Siti Anom Ahmad","orcid":"https://orcid.org/0000-0003-1759-0118"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Siti Ahmad","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Putra Malaysia, Serdang 43400, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-1759-0118","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Putra Malaysia, Serdang 43400, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045405714","display_name":"Hairi Zamzuri","orcid":"https://orcid.org/0000-0003-4725-3817"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Hairi Zamzuri","raw_affiliation_strings":["Malaysia Japan International Institute of Technology, Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur 54100, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Malaysia Japan International Institute of Technology, Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur 54100, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081882180","display_name":"Saiful Amri Mazlan","orcid":"https://orcid.org/0000-0002-0096-8877"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Saiful Mazlan","raw_affiliation_strings":["Malaysia Japan International Institute of Technology, Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur 54100, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-0096-8877","affiliations":[{"raw_affiliation_string":"Malaysia Japan International Institute of Technology, Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur 54100, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5072852185"],"corresponding_institution_ids":["https://openalex.org/I4576418"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":16.5464,"has_fulltext":true,"cited_by_count":374,"citation_normalized_percentile":{"value":0.99507899,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"16","issue":"8","first_page":"1304","last_page":"1304"},"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":0.9958999752998352,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9721999764442444,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/isometric-exercise","display_name":"Isometric exercise","score":0.7808094024658203},{"id":"https://openalex.org/keywords/isotonic","display_name":"Isotonic","score":0.7057681679725647},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.6694363355636597},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6438133716583252},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5401687622070312},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.48613712191581726},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.4759126305580139},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46187567710876465},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.44854068756103516},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.4415213167667389},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.42496493458747864},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41953274607658386},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3927793800830841},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.3239824175834656},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.32025906443595886},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1354421079158783},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.0983639657497406}],"concepts":[{"id":"https://openalex.org/C103486182","wikidata":"https://www.wikidata.org/wiki/Q1216236","display_name":"Isometric exercise","level":2,"score":0.7808094024658203},{"id":"https://openalex.org/C77056095","wikidata":"https://www.wikidata.org/wiki/Q543183","display_name":"Isotonic","level":2,"score":0.7057681679725647},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.6694363355636597},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6438133716583252},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5401687622070312},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.48613712191581726},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.4759126305580139},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46187567710876465},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.44854068756103516},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.4415213167667389},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.42496493458747864},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41953274607658386},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3927793800830841},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3239824175834656},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.32025906443595886},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1354421079158783},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.0983639657497406},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0}],"mesh":[{"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":"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":"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":"D007537","descriptor_name":"Isometric Contraction","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D007537","descriptor_name":"Isometric Contraction","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D007537","descriptor_name":"Isometric Contraction","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009119","descriptor_name":"Muscle Contraction","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009119","descriptor_name":"Muscle Contraction","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009119","descriptor_name":"Muscle Contraction","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"D012046","descriptor_name":"Rehabilitation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012046","descriptor_name":"Rehabilitation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012046","descriptor_name":"Rehabilitation","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},{"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}],"locations_count":6,"locations":[{"id":"doi:10.3390/s16081304","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s16081304","pdf_url":"https://www.mdpi.com/1424-8220/16/8/1304/pdf?version=1471422634","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:27548165","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27548165","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:psasir.upm.edu.my:54911","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196260","display_name":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130343225","host_organization_name":"Universiti Putra Malaysia","host_organization_lineage":["https://openalex.org/I130343225"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:0d8a2081f62d446d8f6faacc35b59e8e","is_oa":true,"landing_page_url":"https://doaj.org/article/0d8a2081f62d446d8f6faacc35b59e8e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 16, Iss 8, p 1304 (2016)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/16/8/1304/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s16081304","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 16; Issue 8; Pages: 1304","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:5017469","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5017469","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s16081304","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s16081304","pdf_url":"https://www.mdpi.com/1424-8220/16/8/1304/pdf?version=1471422634","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2221695990","display_name":null,"funder_award_id":"09H90","funder_id":"https://openalex.org/F4320323300","funder_display_name":"Universiti Teknologi Malaysia"}],"funders":[{"id":"https://openalex.org/F4320323300","display_name":"Universiti Teknologi Malaysia","ror":"https://ror.org/026w31v75"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2508819249.pdf","grobid_xml":"https://content.openalex.org/works/W2508819249.grobid-xml"},"referenced_works_count":112,"referenced_works":["https://openalex.org/W63559592","https://openalex.org/W79534203","https://openalex.org/W1500657154","https://openalex.org/W1516948892","https://openalex.org/W1539719269","https://openalex.org/W1546239695","https://openalex.org/W1548742682","https://openalex.org/W1596095194","https://openalex.org/W1605883445","https://openalex.org/W1607805441","https://openalex.org/W1689385358","https://openalex.org/W1891905176","https://openalex.org/W1967425026","https://openalex.org/W1970639711","https://openalex.org/W1970781181","https://openalex.org/W1974688913","https://openalex.org/W1975765066","https://openalex.org/W1985136578","https://openalex.org/W1985493107","https://openalex.org/W1987390419","https://openalex.org/W1990751384","https://openalex.org/W1992608425","https://openalex.org/W1994518945","https://openalex.org/W2000299476","https://openalex.org/W2002499457","https://openalex.org/W2002816941","https://openalex.org/W2003574943","https://openalex.org/W2012300725","https://openalex.org/W2012425475","https://openalex.org/W2014278875","https://openalex.org/W2016284881","https://openalex.org/W2020316512","https://openalex.org/W2023494032","https://openalex.org/W2024005832","https://openalex.org/W2024011243","https://openalex.org/W2024566813","https://openalex.org/W2026078353","https://openalex.org/W2026596443","https://openalex.org/W2026987328","https://openalex.org/W2030422345","https://openalex.org/W2034415665","https://openalex.org/W2036929578","https://openalex.org/W2036952883","https://openalex.org/W2037595452","https://openalex.org/W2044628302","https://openalex.org/W2045902658","https://openalex.org/W2048726136","https://openalex.org/W2054097526","https://openalex.org/W2055499229","https://openalex.org/W2062783969","https://openalex.org/W2065327112","https://openalex.org/W2068906395","https://openalex.org/W2069995641","https://openalex.org/W2081254081","https://openalex.org/W2081867200","https://openalex.org/W2086061329","https://openalex.org/W2093265755","https://openalex.org/W2097562570","https://openalex.org/W2097690077","https://openalex.org/W2100410227","https://openalex.org/W2100836691","https://openalex.org/W2102414928","https://openalex.org/W2106195076","https://openalex.org/W2106526692","https://openalex.org/W2107072595","https://openalex.org/W2107707537","https://openalex.org/W2108702863","https://openalex.org/W2110119146","https://openalex.org/W2115595756","https://openalex.org/W2119008936","https://openalex.org/W2122691910","https://openalex.org/W2123167643","https://openalex.org/W2124502724","https://openalex.org/W2125113258","https://openalex.org/W2128756490","https://openalex.org/W2129316790","https://openalex.org/W2133244210","https://openalex.org/W2133935519","https://openalex.org/W2134408600","https://openalex.org/W2139224138","https://openalex.org/W2139354825","https://openalex.org/W2139490610","https://openalex.org/W2140615524","https://openalex.org/W2148146281","https://openalex.org/W2153718829","https://openalex.org/W2156909104","https://openalex.org/W2158728671","https://openalex.org/W2159216587","https://openalex.org/W2165619603","https://openalex.org/W2166454707","https://openalex.org/W2168117107","https://openalex.org/W2171219007","https://openalex.org/W2174348708","https://openalex.org/W2175199033","https://openalex.org/W2184781814","https://openalex.org/W2185481942","https://openalex.org/W2200670474","https://openalex.org/W2210371744","https://openalex.org/W2250047197","https://openalex.org/W2262340947","https://openalex.org/W2290346069","https://openalex.org/W2328504089","https://openalex.org/W4230674625","https://openalex.org/W6603253531","https://openalex.org/W6636042716","https://openalex.org/W6671062522","https://openalex.org/W6671843678","https://openalex.org/W6679336131","https://openalex.org/W6679792198","https://openalex.org/W6680783904","https://openalex.org/W6686276979","https://openalex.org/W6696238155"],"related_works":["https://openalex.org/W2409944494","https://openalex.org/W213604483","https://openalex.org/W1002679192","https://openalex.org/W2597223121","https://openalex.org/W2470672758","https://openalex.org/W2180853946","https://openalex.org/W2510154180","https://openalex.org/W1980264387","https://openalex.org/W1511424870","https://openalex.org/W1974710854"],"abstract_inverted_index":{"In":[0],"recent":[1,184],"years,":[2],"there":[3],"has":[4],"been":[5],"major":[6],"interest":[7,108,145],"in":[8,22,45,60,100,120,169],"the":[9,35,39,52,73,116,133,143,155,182,191],"exposure":[10],"to":[11,37,56,77,109,114,180,190],"physical":[12],"therapy":[13],"during":[14,41,125],"rehabilitation.":[15],"Several":[16],"publications":[17],"have":[18,47],"demonstrated":[19],"its":[20],"usefulness":[21],"clinical/medical":[23],"and":[24,87,162,186],"human":[25],"machine":[26],"interface":[27],"(HMI)":[28],"applications.":[29],"An":[30],"automated":[31],"system":[32],"will":[33,105,141,166],"guide":[34],"user":[36],"perform":[38],"training":[40],"rehabilitation":[42],"independently.":[43],"Advances":[44],"engineering":[46],"extended":[48],"electromyography":[49],"(EMG)":[50],"beyond":[51],"traditional":[53],"diagnostic":[54],"applications":[55,59],"also":[57],"include":[58],"diverse":[61],"areas":[62],"such":[63],"as":[64],"movement":[65],"analysis.":[66],"This":[67,103],"paper":[68,104,178],"gives":[69],"an":[70],"overview":[71],"of":[72,81,107,128,138,146,154,171,176],"numerous":[74],"methods":[75,93,157],"available":[76],"recognize":[78],"motion":[79,122],"patterns":[80],"EMG":[82,139,164],"signals":[83,140,165],"for":[84,158],"both":[85],"isotonic":[86],"isometric":[88],"contractions.":[89,129],"Various":[90],"signal":[91],"analysis":[92],"are":[94],"compared":[95,168],"by":[96],"illustrating":[97],"their":[98,172],"applicability":[99],"real-time":[101],"settings.":[102],"be":[106,142,167],"researchers":[110],"who":[111],"would":[112],"like":[113],"select":[115],"most":[117,183],"appropriate":[118],"methodology":[119],"classifying":[121,163],"patterns,":[123],"especially":[124],"different":[126,156],"types":[127],"For":[130],"feature":[131,160],"extraction,":[132],"probability":[134],"density":[135],"function":[136],"(PDF)":[137],"main":[144],"this":[147,177],"study.":[148],"Following":[149],"that,":[150],"a":[151],"brief":[152],"explanation":[153],"pre-processing,":[159],"extraction":[161],"terms":[170],"performance.":[173],"The":[174],"crux":[175],"is":[179],"review":[181],"developments":[185],"research":[187],"studies":[188],"related":[189],"issues":[192],"mentioned":[193],"above.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":29},{"year":2024,"cited_by_count":36},{"year":2023,"cited_by_count":41},{"year":2022,"cited_by_count":51},{"year":2021,"cited_by_count":58},{"year":2020,"cited_by_count":53},{"year":2019,"cited_by_count":54},{"year":2018,"cited_by_count":29},{"year":2017,"cited_by_count":14}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
