{"id":"https://openalex.org/W4386824850","doi":"https://doi.org/10.1109/access.2023.3316509","title":"Surface Electromyography and Artificial Intelligence for Human Activity Recognition\u2014A Systematic Review on Methods, Emerging Trends Applications, Challenges, and Future Implementation","display_name":"Surface Electromyography and Artificial Intelligence for Human Activity Recognition\u2014A Systematic Review on Methods, Emerging Trends Applications, Challenges, and Future Implementation","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386824850","doi":"https://doi.org/10.1109/access.2023.3316509"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3316509","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3316509","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10254204.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10254204.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080654403","display_name":"Gundala Jhansi Rani","orcid":"https://orcid.org/0009-0002-4216-345X"},"institutions":[{"id":"https://openalex.org/I121750182","display_name":"National Institute of Technology Warangal","ror":"https://ror.org/017ebfz38","country_code":"IN","type":"education","lineage":["https://openalex.org/I121750182"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Gundala Jhansi Rani","raw_affiliation_strings":["Department of Electronics and Communication Engineering, National Institute of Technology, Warangal, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, National Institute of Technology, Warangal, India","institution_ids":["https://openalex.org/I121750182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086527348","display_name":"Mohammad Farukh Hashmi","orcid":"https://orcid.org/0000-0002-3808-9122"},"institutions":[{"id":"https://openalex.org/I121750182","display_name":"National Institute of Technology Warangal","ror":"https://ror.org/017ebfz38","country_code":"IN","type":"education","lineage":["https://openalex.org/I121750182"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mohammad Farukh Hashmi","raw_affiliation_strings":["Department of Electronics and Communication Engineering, National Institute of Technology, Warangal, India"],"raw_orcid":"https://orcid.org/0000-0002-3808-9122","affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, National Institute of Technology, Warangal, India","institution_ids":["https://openalex.org/I121750182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017136504","display_name":"Aditya Gupta","orcid":"https://orcid.org/0000-0003-3128-2517"},"institutions":[{"id":"https://openalex.org/I200650556","display_name":"University of Agder","ror":"https://ror.org/03x297z98","country_code":"NO","type":"education","lineage":["https://openalex.org/I200650556"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Aditya Gupta","raw_affiliation_strings":["Department of Information and Communication Technology, University of Agder, Grimstad, Norway"],"raw_orcid":"https://orcid.org/0000-0003-3128-2517","affiliations":[{"raw_affiliation_string":"Department of Information and Communication Technology, University of Agder, Grimstad, Norway","institution_ids":["https://openalex.org/I200650556"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5080654403"],"corresponding_institution_ids":["https://openalex.org/I121750182"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":5.7944,"has_fulltext":true,"cited_by_count":54,"citation_normalized_percentile":{"value":0.9720023,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"11","issue":null,"first_page":"105140","last_page":"105169"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9977999925613403,"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":0.9977999925613403,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9937999844551086,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.6723049879074097},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6573371887207031},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6498631238937378},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5484836101531982},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.46616512537002563},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.4616163671016693},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4394722282886505},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.41923946142196655},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35342973470687866},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.3099214434623718},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.19962960481643677}],"concepts":[{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.6723049879074097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6573371887207031},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6498631238937378},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5484836101531982},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.46616512537002563},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.4616163671016693},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4394722282886505},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41923946142196655},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35342973470687866},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3099214434623718},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.19962960481643677}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2023.3316509","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3316509","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10254204.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9aedb96ba70b4902a27da22cabf0e626","is_oa":true,"landing_page_url":"https://doaj.org/article/9aedb96ba70b4902a27da22cabf0e626","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 105140-105169 (2023)","raw_type":"article"},{"id":"pmh:oai:uia.brage.unit.no:11250/3102348","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/3102348","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"105140-105169","raw_type":"info:eu-repo/semantics/other"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3316509","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3316509","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10254204.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386824850.pdf","grobid_xml":"https://content.openalex.org/works/W4386824850.grobid-xml"},"referenced_works_count":223,"referenced_works":["https://openalex.org/W1568892360","https://openalex.org/W1924770834","https://openalex.org/W1967797382","https://openalex.org/W1969398738","https://openalex.org/W1991399100","https://openalex.org/W1997229236","https://openalex.org/W2017634428","https://openalex.org/W2026297770","https://openalex.org/W2032246760","https://openalex.org/W2035373201","https://openalex.org/W2051430533","https://openalex.org/W2054780155","https://openalex.org/W2075528422","https://openalex.org/W2076666920","https://openalex.org/W2080915355","https://openalex.org/W2093265755","https://openalex.org/W2103403570","https://openalex.org/W2107142258","https://openalex.org/W2126511896","https://openalex.org/W2129793335","https://openalex.org/W2145343602","https://openalex.org/W2283772232","https://openalex.org/W2328227703","https://openalex.org/W2427205197","https://openalex.org/W2468367897","https://openalex.org/W2549264034","https://openalex.org/W2550476060","https://openalex.org/W2557695132","https://openalex.org/W2570810937","https://openalex.org/W2601708201","https://openalex.org/W2613447605","https://openalex.org/W2664267452","https://openalex.org/W2738617613","https://openalex.org/W2741285965","https://openalex.org/W2747308206","https://openalex.org/W2763560488","https://openalex.org/W2764025497","https://openalex.org/W2765746460","https://openalex.org/W2765795262","https://openalex.org/W2767446000","https://openalex.org/W2768205359","https://openalex.org/W2769424534","https://openalex.org/W2770265759","https://openalex.org/W2772457983","https://openalex.org/W2786497292","https://openalex.org/W2794717185","https://openalex.org/W2801058790","https://openalex.org/W2804301333","https://openalex.org/W2868310449","https://openalex.org/W2884571892","https://openalex.org/W2886034601","https://openalex.org/W2888725532","https://openalex.org/W2892161743","https://openalex.org/W2892311509","https://openalex.org/W2897764506","https://openalex.org/W2901402366","https://openalex.org/W2907397687","https://openalex.org/W2912295676","https://openalex.org/W2915133550","https://openalex.org/W2915722752","https://openalex.org/W2916879374","https://openalex.org/W2917008732","https://openalex.org/W2917819557","https://openalex.org/W2922365824","https://openalex.org/W2935190167","https://openalex.org/W2941257018","https://openalex.org/W2942154745","https://openalex.org/W2946223320","https://openalex.org/W2946466583","https://openalex.org/W2950422795","https://openalex.org/W2952420526","https://openalex.org/W2963177663","https://openalex.org/W2968607548","https://openalex.org/W2968760063","https://openalex.org/W2969822717","https://openalex.org/W2973700007","https://openalex.org/W2974089216","https://openalex.org/W2974465514","https://openalex.org/W2979819595","https://openalex.org/W2981877040","https://openalex.org/W2982565780","https://openalex.org/W2992312320","https://openalex.org/W2994857106","https://openalex.org/W2997047091","https://openalex.org/W2998144014","https://openalex.org/W2998998642","https://openalex.org/W2999549464","https://openalex.org/W3000707849","https://openalex.org/W3001866431","https://openalex.org/W3003912462","https://openalex.org/W3006279496","https://openalex.org/W3007383329","https://openalex.org/W3008159994","https://openalex.org/W3011785450","https://openalex.org/W3011921457","https://openalex.org/W3015014633","https://openalex.org/W3016323452","https://openalex.org/W3022222380","https://openalex.org/W3022345324","https://openalex.org/W3023051933","https://openalex.org/W3036467967","https://openalex.org/W3042127975","https://openalex.org/W3043900671","https://openalex.org/W3044284167","https://openalex.org/W3044326989","https://openalex.org/W3046903554","https://openalex.org/W3048952742","https://openalex.org/W3080280202","https://openalex.org/W3081746618","https://openalex.org/W3088004292","https://openalex.org/W3098749638","https://openalex.org/W3108686773","https://openalex.org/W3117109798","https://openalex.org/W3118615836","https://openalex.org/W3124653912","https://openalex.org/W3125436955","https://openalex.org/W3126426351","https://openalex.org/W3126566816","https://openalex.org/W3133031717","https://openalex.org/W3133590696","https://openalex.org/W3134733102","https://openalex.org/W3135100418","https://openalex.org/W3148519214","https://openalex.org/W3151382523","https://openalex.org/W3155328016","https://openalex.org/W3156714642","https://openalex.org/W3158415928","https://openalex.org/W3161132553","https://openalex.org/W3162737204","https://openalex.org/W3167756020","https://openalex.org/W3176503640","https://openalex.org/W3181506109","https://openalex.org/W3185805871","https://openalex.org/W3188277880","https://openalex.org/W3190122749","https://openalex.org/W3193597430","https://openalex.org/W3198651311","https://openalex.org/W3199605009","https://openalex.org/W3200357512","https://openalex.org/W3201034118","https://openalex.org/W3202774651","https://openalex.org/W3203308684","https://openalex.org/W3206939209","https://openalex.org/W3207088657","https://openalex.org/W3209404682","https://openalex.org/W3210415230","https://openalex.org/W3210766530","https://openalex.org/W3211522713","https://openalex.org/W3212071041","https://openalex.org/W3216847402","https://openalex.org/W4200099808","https://openalex.org/W4205385305","https://openalex.org/W4206780588","https://openalex.org/W4210540608","https://openalex.org/W4210637929","https://openalex.org/W4210780304","https://openalex.org/W4212792697","https://openalex.org/W4213439147","https://openalex.org/W4214579445","https://openalex.org/W4220811878","https://openalex.org/W4220862305","https://openalex.org/W4223934205","https://openalex.org/W4225567822","https://openalex.org/W4226057523","https://openalex.org/W4226059153","https://openalex.org/W4226470059","https://openalex.org/W4228998618","https://openalex.org/W4281490208","https://openalex.org/W4282980560","https://openalex.org/W4282981352","https://openalex.org/W4283370497","https://openalex.org/W4283526860","https://openalex.org/W4284890034","https://openalex.org/W4285089477","https://openalex.org/W4285124323","https://openalex.org/W4285407575","https://openalex.org/W4286209858","https://openalex.org/W4286213297","https://openalex.org/W4290459660","https://openalex.org/W4293097795","https://openalex.org/W4293859559","https://openalex.org/W4294012891","https://openalex.org/W4295436641","https://openalex.org/W4298121354","https://openalex.org/W4303183195","https://openalex.org/W4303982353","https://openalex.org/W4306756431","https://openalex.org/W4306929871","https://openalex.org/W4308052683","https://openalex.org/W4308160156","https://openalex.org/W4309985326","https://openalex.org/W4311257501","https://openalex.org/W4311663896","https://openalex.org/W4311777544","https://openalex.org/W4313201252","https://openalex.org/W4313521866","https://openalex.org/W4313551195","https://openalex.org/W4315786962","https://openalex.org/W4319298151","https://openalex.org/W4319439968","https://openalex.org/W4320472768","https://openalex.org/W4320523334","https://openalex.org/W4323241264","https://openalex.org/W4327713537","https://openalex.org/W4360770747","https://openalex.org/W4360846814","https://openalex.org/W4360859701","https://openalex.org/W4361004303","https://openalex.org/W4361217680","https://openalex.org/W4367308411","https://openalex.org/W4375929074","https://openalex.org/W4383555203","https://openalex.org/W4384825365","https://openalex.org/W4385815330","https://openalex.org/W4387609214","https://openalex.org/W6640212811","https://openalex.org/W6741604320","https://openalex.org/W6745421358","https://openalex.org/W6771382925","https://openalex.org/W6774987258","https://openalex.org/W6801523839","https://openalex.org/W6810874360","https://openalex.org/W6838532648"],"related_works":["https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W2382615723","https://openalex.org/W4311804456","https://openalex.org/W1987484445","https://openalex.org/W2623658258","https://openalex.org/W2143413548","https://openalex.org/W2095030957","https://openalex.org/W2066827917","https://openalex.org/W2884201223"],"abstract_inverted_index":{"Human":[0],"activity":[1],"recognition":[2],"(HAR)":[3],"has":[4,176],"become":[5],"increasingly":[6,87,93],"popular":[7],"in":[8,27,51,103,111,143,217,221],"recent":[9,144],"years":[10],"due":[11],"to":[12,15,95,114,150,180,241],"its":[13,54],"potential":[14,124],"meet":[16],"the":[17,157,166],"growing":[18],"needs":[19],"of":[20,99,187,203,244],"various":[21,28,167],"industries.":[22],"Electromyography":[23],"(EMG)":[24],"is":[25,34,92,107,122],"essential":[26],"clinical":[29],"and":[30,47,61,69,75,118,137,155,196,225,234],"biological":[31],"settings.":[32,105],"It":[33,106],"a":[35,123],"metric":[36],"that":[37,42,238],"helps":[38],"doctors":[39],"diagnose":[40],"conditions":[41],"affect":[43],"muscle":[44,132],"activation":[45],"patterns":[46],"monitor":[48,96],"patients\u2019":[49,97],"progress":[50],"rehabilitation.":[52],"Despite":[53],"widespread":[55],"Application,":[56],"existing":[57],"methods":[58,147,202,215],"for":[59,127,246],"recording":[60],"interpreting":[62],"EMG":[63,83,120,158,204,224,226],"data":[64],"need":[65],"more":[66],"signal":[67],"detection":[68],"robust":[70],"categorization.":[71],"Recent":[72],"material":[73],"science":[74],"Artificial":[76],"Intelligence":[77],"(AI)":[78],"developments":[79],"have":[80,139],"significantly":[81],"improved":[82],"detection.":[84,251],"With":[85],"an":[86],"elderly":[88],"patient":[89],"population,":[90],"HAR":[91,128,141,172,222],"used":[94,110,216],"Activities":[98],"Daily":[100],"Living":[101],"(ADLs)":[102],"healthcare":[104],"also":[108,230],"being":[109],"security":[112],"settings":[113],"identify":[115],"suspect":[116],"behavior,":[117],"Surface":[119],"(sEMG)":[121],"non-invasive":[125],"treatment":[126],"since":[129],"it":[130],"monitors":[131],"contractions":[133],"during":[134],"exercise.":[135],"sEMG":[136],"AI":[138,175],"revolutionized":[140],"systems":[142],"years.":[145],"Sophisticated":[146],"are":[148,206],"required":[149],"recognize,":[151],"break":[152],"down,":[153],"manufacture,":[154],"classify":[156],"signals":[159,182,205],"obtained":[160],"by":[161],"muscles.":[162],"This":[163],"review":[164],"summarizes":[165],"research":[168,236,248],"papers":[169],"based":[170,200,227],"on":[171,212],"with":[173,223],"EMG.":[174],"made":[177],"tremendous":[178],"contributions":[179],"biomedical":[181],"classification.":[183],"The":[184],"different":[185],"approaches":[186],"preprocessing,":[188],"feature":[189],"extraction,":[190],"Reduction":[191],"techniques,":[192],"Deep":[193],"Learning":[194,198],"(DL)":[195],"Machine":[197],"(ML)":[199],"classification":[201],"then":[207],"briefly":[208],"explained.":[209],"We":[210,229],"focused":[211],"latest":[213],"ML/DL":[214],"HAR,":[218],"Hardware":[219],"involved":[220],"Application.":[228],"discovered":[231],"open":[232],"issues":[233],"future":[235],"direction":[237],"may":[239],"point":[240],"new":[242],"lines":[243],"inquiry":[245],"ongoing":[247],"toward":[249],"EMG-based":[250]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":26},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}