{"id":"https://openalex.org/W4220958677","doi":"https://doi.org/10.1145/3522739","title":"MSEva: A Musculoskeletal Rehabilitation Evaluation System Based on EMG Signals","display_name":"MSEva: A Musculoskeletal Rehabilitation Evaluation System Based on EMG Signals","publication_year":2022,"publication_date":"2022-03-09","ids":{"openalex":"https://openalex.org/W4220958677","doi":"https://doi.org/10.1145/3522739"},"language":"en","primary_location":{"id":"doi:10.1145/3522739","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3522739","pdf_url":null,"source":{"id":"https://openalex.org/S170502224","display_name":"ACM Transactions on Sensor Networks","issn_l":"1550-4859","issn":["1550-4859","1550-4867"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Sensor Networks","raw_type":"journal-article"},"type":"article","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/A5012957493","display_name":"Yuanchao Dai","orcid":"https://orcid.org/0000-0001-6628-5094"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanchao Dai","raw_affiliation_strings":["School of Computer Science and Technology, Soochow University, Gusu District, Suzhou, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Soochow University, Gusu District, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102006942","display_name":"Jing Wu","orcid":"https://orcid.org/0000-0002-2052-3875"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Wu","raw_affiliation_strings":["School of Public Health, Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Health, Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053891671","display_name":"Yuanzhao Fan","orcid":"https://orcid.org/0000-0003-1350-6943"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanzhao Fan","raw_affiliation_strings":["School of Computer Science and Technology, Soochow University, Gusu District, Suzhou, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Soochow University, Gusu District, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100346201","display_name":"Jin Wang","orcid":"https://orcid.org/0000-0003-0766-9906"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Wang","raw_affiliation_strings":["School of Computer Science and Technology, Soochow University, Gusu District, Suzhou, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Soochow University, Gusu District, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053316728","display_name":"Jianwei Niu","orcid":"https://orcid.org/0000-0003-3946-5107"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianwei Niu","raw_affiliation_strings":["State Key Laboratory of Virtual Reality Technology and Systems, School of Computer Science and Engineering, Beihang University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Virtual Reality Technology and Systems, School of Computer Science and Engineering, Beihang University, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050892332","display_name":"Fei Gu","orcid":"https://orcid.org/0000-0002-5647-5369"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Gu","raw_affiliation_strings":["School of Computer Science and Technology, Soochow University, Gusu District, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0002-5647-5369","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Soochow University, Gusu District, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030903260","display_name":"Shigen Shen","orcid":"https://orcid.org/0000-0002-7558-5379"},"institutions":[{"id":"https://openalex.org/I192209268","display_name":"Shaoxing University","ror":"https://ror.org/0435tej63","country_code":"CN","type":"education","lineage":["https://openalex.org/I192209268"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shigen Shen","raw_affiliation_strings":["Department of Computer Science and Engineering, Shaoxing University, Shaoxing, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-7558-5379","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shaoxing University, Shaoxing, Zhejiang, China","institution_ids":["https://openalex.org/I192209268"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.3164,"has_fulltext":false,"cited_by_count":69,"citation_normalized_percentile":{"value":0.96921184,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"19","issue":"1","first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9753000140190125,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9753000140190125,"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/T10784","display_name":"Muscle activation and electromyography studies","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"}},{"id":"https://openalex.org/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.9635999798774719,"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/rehabilitation","display_name":"Rehabilitation","score":0.8299411535263062},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.723584771156311},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5220182538032532},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.46308451890945435},{"id":"https://openalex.org/keywords/normality","display_name":"Normality","score":0.45404282212257385},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.437561571598053},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.4341072738170624},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3747267723083496},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33666449785232544},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2505533695220947},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.21544793248176575}],"concepts":[{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.8299411535263062},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.723584771156311},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5220182538032532},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.46308451890945435},{"id":"https://openalex.org/C2776157432","wikidata":"https://www.wikidata.org/wiki/Q1375683","display_name":"Normality","level":2,"score":0.45404282212257385},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.437561571598053},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.4341072738170624},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3747267723083496},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33666449785232544},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2505533695220947},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.21544793248176575},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3522739","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3522739","pdf_url":null,"source":{"id":"https://openalex.org/S170502224","display_name":"ACM Transactions on Sensor Networks","issn_l":"1550-4859","issn":["1550-4859","1550-4867"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Sensor Networks","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6100000143051147,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G2264344241","display_name":"\u57fa\u4e8e\u7ebf\u6027\u7f16\u7801\u7684\u5b89\u5168\u9ad8\u6548\u8fb9\u7f18\u534f\u540c\u8ba1\u7b97\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"62072321","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6857954291","display_name":null,"funder_award_id":"2020Z100","funder_id":"https://openalex.org/F4320326180","funder_display_name":"Jiangsu Postdoctoral Research Foundation"},{"id":"https://openalex.org/G8122510251","display_name":null,"funder_award_id":"2020M671597","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320326180","display_name":"Jiangsu Postdoctoral Research Foundation","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1809658068","https://openalex.org/W1994875160","https://openalex.org/W2015147181","https://openalex.org/W2036942092","https://openalex.org/W2083528529","https://openalex.org/W2095866476","https://openalex.org/W2112432745","https://openalex.org/W2112688502","https://openalex.org/W2141014056","https://openalex.org/W2322384450","https://openalex.org/W2327471205","https://openalex.org/W2555405067","https://openalex.org/W2572814740","https://openalex.org/W2600656146","https://openalex.org/W2743615746","https://openalex.org/W2759848457","https://openalex.org/W2761334092","https://openalex.org/W2764197104","https://openalex.org/W2765289093","https://openalex.org/W2765746460","https://openalex.org/W2767740946","https://openalex.org/W2769449074","https://openalex.org/W2783059016","https://openalex.org/W2800695458","https://openalex.org/W2801997348","https://openalex.org/W2803901985","https://openalex.org/W2838720042","https://openalex.org/W2890701767","https://openalex.org/W2914285814","https://openalex.org/W2937463656","https://openalex.org/W2950564310","https://openalex.org/W2951058133","https://openalex.org/W2962176391","https://openalex.org/W2965918733","https://openalex.org/W2986109595","https://openalex.org/W2989237143","https://openalex.org/W2990422843","https://openalex.org/W2991067192","https://openalex.org/W3013692475","https://openalex.org/W3105393320","https://openalex.org/W3109410822","https://openalex.org/W3138219663","https://openalex.org/W3198937653"],"related_works":["https://openalex.org/W4321650139","https://openalex.org/W2169275958","https://openalex.org/W2106922074","https://openalex.org/W2917687159","https://openalex.org/W2000721663","https://openalex.org/W2506314341","https://openalex.org/W2405714784","https://openalex.org/W4391002904","https://openalex.org/W2258092894","https://openalex.org/W2077021924"],"abstract_inverted_index":{"In":[0,99],"order":[1],"to":[2,18,79,120,137,165],"better":[3],"assist":[4],"the":[5,20,30,115,139,145,149,159,162,167,170,180,194],"rehabilitation":[6,14,22,32,83,107,129,174,195],"treatment":[7],"of":[8,40,47,125,169,173,183,196],"patients":[9],"with":[10,86],"musculoskeletal":[11,21,31,82,106,197],"injury,":[12],"standard":[13],"actions":[15],"are":[16],"needed":[17],"guide":[19],"process.":[23],"With":[24],"more":[25,27],"and":[26,53,60,68,91,142],"urgent":[28],"demands,":[29],"evaluation":[33,84,108,190],"systems":[34,48,64],"have":[35,43],"attracted":[36],"a":[37,45,81,96,105,122],"high":[38],"degree":[39],"attention.":[41],"Experts":[42],"proposed":[44],"series":[46],"based":[49,110],"on":[50,111],"laser,":[51],"ultrasound,":[52],"image,":[54],"which":[55,187],"can":[56,72],"give":[57],"reasonable":[58],"recognition":[59],"judgment.":[61],"However,":[62],"these":[63],"either":[65],"require":[66],"specialized":[67],"expensive":[69],"equipment":[70],"or":[71],"be":[73],"affected":[74],"by":[75],"ionizing":[76],"radiation.":[77],"How":[78],"construct":[80],"system":[85,109,116,160],"low":[87],"cost,":[88],"good":[89],"effect,":[90],"little":[92],"injury":[93],"is":[94],"still":[95],"great":[97],"challenge.":[98],"this":[100],"article,":[101],"we":[102],"propose":[103],"MSEva,":[104],"EMG":[112,118,171],"signals.":[113],"Specifically,":[114],"uses":[117,133,161],"sensors":[119],"collect":[121],"large":[123],"amount":[124],"data":[126,147],"for":[127,155],"five":[128],"actions.":[130,175],"Secondly,":[131],"MSEva":[132,184],"Wavelet":[134],"Transform":[135],"(WT)":[136],"extract":[138],"signal":[140],"features":[141],"then":[143],"puts":[144],"processed":[146],"into":[148],"Long":[150],"Short-Term":[151],"Memory":[152],"(LSTM)":[153],"network":[154],"model":[156,164],"training.":[157],"Finally,":[158],"LSTM":[163],"evaluate":[166],"normality":[168],"response":[172],"The":[176],"results":[177],"show":[178],"that":[179],"average":[181],"accuracy":[182],"reaches":[185],"94.37%,":[186],"has":[188],"important":[189],"value":[191],"in":[192],"guiding":[193],"patients.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":27},{"year":2022,"cited_by_count":19}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}