{"id":"https://openalex.org/W4408862009","doi":"https://doi.org/10.1109/icce63647.2025.10930086","title":"EMG-Based Anomaly Detection for Evaluating Exoskeleton Impact on Muscle Strain","display_name":"EMG-Based Anomaly Detection for Evaluating Exoskeleton Impact on Muscle Strain","publication_year":2025,"publication_date":"2025-01-11","ids":{"openalex":"https://openalex.org/W4408862009","doi":"https://doi.org/10.1109/icce63647.2025.10930086"},"language":"en","primary_location":{"id":"doi:10.1109/icce63647.2025.10930086","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce63647.2025.10930086","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Consumer Electronics (ICCE)","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/A5098710945","display_name":"Hardik Vora","orcid":null},"institutions":[{"id":"https://openalex.org/I16269868","display_name":"Santa Clara University","ror":"https://ror.org/03ypqe447","country_code":"US","type":"education","lineage":["https://openalex.org/I16269868"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hardik Vora","raw_affiliation_strings":["Santa Clara University,Machine Learning and Safety Analytics Lab,Santa Clara,United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Santa Clara University,Machine Learning and Safety Analytics Lab,Santa Clara,United States","institution_ids":["https://openalex.org/I16269868"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088938926","display_name":"Fatemeh Davoudi Kakhki","orcid":"https://orcid.org/0000-0001-8088-7948"},"institutions":[{"id":"https://openalex.org/I16269868","display_name":"Santa Clara University","ror":"https://ror.org/03ypqe447","country_code":"US","type":"education","lineage":["https://openalex.org/I16269868"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fatemeh Davoudi Kakhki","raw_affiliation_strings":["Santa Clara University,Department of General Engineering,Santa Clara,United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Santa Clara University,Department of General Engineering,Santa Clara,United States","institution_ids":["https://openalex.org/I16269868"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I16269868"],"apc_list":null,"apc_paid":null,"fwci":3.99,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.87564051,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9839000105857849,"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":0.9839000105857849,"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/exoskeleton","display_name":"Exoskeleton","score":0.7672655582427979},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6467092633247375},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6048197746276855},{"id":"https://openalex.org/keywords/strain","display_name":"Strain (injury)","score":0.4820155203342438},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.46901243925094604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3535807728767395},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.34686487913131714},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3211364150047302},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.2176131010055542},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14789244532585144},{"id":"https://openalex.org/keywords/anatomy","display_name":"Anatomy","score":0.10478252172470093},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06355664134025574}],"concepts":[{"id":"https://openalex.org/C146549078","wikidata":"https://www.wikidata.org/wiki/Q191944","display_name":"Exoskeleton","level":2,"score":0.7672655582427979},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6467092633247375},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6048197746276855},{"id":"https://openalex.org/C2778022156","wikidata":"https://www.wikidata.org/wiki/Q576145","display_name":"Strain (injury)","level":2,"score":0.4820155203342438},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.46901243925094604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3535807728767395},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.34686487913131714},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3211364150047302},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2176131010055542},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14789244532585144},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.10478252172470093},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06355664134025574},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce63647.2025.10930086","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce63647.2025.10930086","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2792839337","https://openalex.org/W2942692510","https://openalex.org/W2987322373","https://openalex.org/W3039222472","https://openalex.org/W3157218934","https://openalex.org/W3190748826","https://openalex.org/W3204224417","https://openalex.org/W4200439978","https://openalex.org/W4366091701","https://openalex.org/W4385073809","https://openalex.org/W4386574756","https://openalex.org/W4386746994","https://openalex.org/W4387893513","https://openalex.org/W4389939840","https://openalex.org/W4399267790","https://openalex.org/W4399927161","https://openalex.org/W4400284791"],"related_works":["https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2667207928","https://openalex.org/W2912112202","https://openalex.org/W4377864969","https://openalex.org/W3120251014"],"abstract_inverted_index":{"This":[0,111],"research":[1],"explores":[2],"the":[3,45,55,69,91,95,115],"potential":[4],"of":[5,35,82,117],"a":[6,87,100,135],"passive":[7],"occupational":[8],"shoulder-supporting":[9],"exoskeleton":[10,46,96],"in":[11,90,102,131],"reducing":[12,139],"muscle":[13,33,77,103],"strain":[14],"by":[15],"employing":[16],"anomaly":[17,60],"detection":[18,61],"on":[19],"electromyography":[20],"(EMG)":[21],"signals.":[22],"We":[23],"analyzed":[24],"EMG":[25],"data":[26],"collected":[27],"from":[28],"sensors":[29],"attached":[30],"to":[31,73,106,114,125,138],"various":[32],"groups":[34],"participants":[36],"performing":[37],"manual":[38],"lifting":[39],"tasks":[40,107],"both":[41],"with":[42],"and":[43,51,79,129],"without":[44,109],"support.":[47],"Using":[48],"feature":[49],"engineering":[50],"machine":[52],"learning,":[53],"specifically":[54],"Isolation":[56],"Forest":[57],"algorithm,":[58],"an":[59],"model":[62,70],"was":[63,97],"developed.":[64],"The":[65],"results":[66,85],"show":[67],"that":[68],"is":[71],"able":[72],"distinguish":[74],"between":[75],"normal":[76],"activity":[78],"anomalies":[80,92],"indicative":[81],"strain.":[83],"Our":[84],"demonstrate":[86],"significant":[88],"reduction":[89],"detected":[93],"when":[94],"used,":[98],"indicating":[99],"decrease":[101],"strain,":[104],"compared":[105],"completed":[108],"them.":[110],"study":[112],"contributes":[113],"understanding":[116],"how":[118],"wearable":[119],"assistive":[120],"technology":[121],"can":[122],"be":[123],"used":[124],"enhance":[126],"worker":[127],"safety":[128],"ergonomics":[130],"industrial":[132],"settings,":[133],"offering":[134],"proactive":[136],"approach":[137],"work":[140],"related":[141],"musculoskeletal":[142],"risks.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
