{"id":"https://openalex.org/W4389542349","doi":"https://doi.org/10.1109/embc40787.2023.10341050","title":"Hand Force Estimation from Acoustic Myography Using Deep Wavelet Scattering Transform and Long Short-Term Memory","display_name":"Hand Force Estimation from Acoustic Myography Using Deep Wavelet Scattering Transform and Long Short-Term Memory","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389542349","doi":"https://doi.org/10.1109/embc40787.2023.10341050","pmid":"https://pubmed.ncbi.nlm.nih.gov/38082816"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10341050","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10341050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"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/A5066206447","display_name":"Ali H. Al\u2010Timemy","orcid":"https://orcid.org/0000-0003-2738-8896"},"institutions":[{"id":"https://openalex.org/I135120706","display_name":"University of Baghdad","ror":"https://ror.org/007f1da21","country_code":"IQ","type":"education","lineage":["https://openalex.org/I135120706"]},{"id":"https://openalex.org/I3131779051","display_name":"Iraqi University","ror":"https://ror.org/01wfhkb67","country_code":"IQ","type":"education","lineage":["https://openalex.org/I3131779051"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Ali H. Al-Timemy","raw_affiliation_strings":["University of Baghdad,Al-Khwarzmi College of Engineering,Biomedical Engineering Department,Iraq","Biomedical Engineering Department, Al-Khwarzmi College of Engineering, University of Baghdad, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Baghdad,Al-Khwarzmi College of Engineering,Biomedical Engineering Department,Iraq","institution_ids":["https://openalex.org/I135120706","https://openalex.org/I3131779051"]},{"raw_affiliation_string":"Biomedical Engineering Department, Al-Khwarzmi College of Engineering, University of Baghdad, Iraq","institution_ids":["https://openalex.org/I135120706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054827406","display_name":"Youssef Serrestou","orcid":"https://orcid.org/0000-0002-9748-4560"},"institutions":[{"id":"https://openalex.org/I179097149","display_name":"University of Carthage","ror":"https://ror.org/057x6za15","country_code":"TN","type":"education","lineage":["https://openalex.org/I179097149"]},{"id":"https://openalex.org/I42731748","display_name":"National Institute of Applied Science and Technology","ror":"https://ror.org/00qn2rd91","country_code":"TN","type":"facility","lineage":["https://openalex.org/I42731748"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Youssef Serrestou","raw_affiliation_strings":["INSAT- Carthage University,LTSIRS-INSAT,Tunis,Tunisia","LTSIRS-INSAT, INSAT- Carthage University, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INSAT- Carthage University,LTSIRS-INSAT,Tunis,Tunisia","institution_ids":["https://openalex.org/I179097149","https://openalex.org/I42731748"]},{"raw_affiliation_string":"LTSIRS-INSAT, INSAT- Carthage University, Tunis, Tunisia","institution_ids":["https://openalex.org/I179097149","https://openalex.org/I42731748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008860112","display_name":"Slim Yacoub","orcid":null},"institutions":[{"id":"https://openalex.org/I234216984","display_name":"Universit\u00e9 Nantes Angers Le Mans","ror":"https://ror.org/0406t3m57","country_code":"FR","type":"education","lineage":["https://openalex.org/I234216984"]},{"id":"https://openalex.org/I4210108471","display_name":"Le Mans Universit\u00e9","ror":"https://ror.org/01mtcc283","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210108471"]},{"id":"https://openalex.org/I4210125982","display_name":"Centre Hospitalier du Mans","ror":"https://ror.org/03bf2nz41","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210125982"]},{"id":"https://openalex.org/I4210132387","display_name":"Institut des Mol\u00e9cules et Mat\u00e9riaux du Mans","ror":"https://ror.org/03a9gd656","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210108471","https://openalex.org/I4210128300","https://openalex.org/I4210132387"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Slim Yacoub","raw_affiliation_strings":["Le Mans University,ENSIM-LAUM,Le Mans,France","ENSIM-LAUM, Le Mans University, Le Mans, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Le Mans University,ENSIM-LAUM,Le Mans,France","institution_ids":["https://openalex.org/I4210108471","https://openalex.org/I4210125982","https://openalex.org/I4210132387"]},{"raw_affiliation_string":"ENSIM-LAUM, Le Mans University, Le Mans, France","institution_ids":["https://openalex.org/I234216984","https://openalex.org/I4210108471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014749474","display_name":"Kosai Raoof","orcid":"https://orcid.org/0000-0002-9775-7485"},"institutions":[{"id":"https://openalex.org/I234216984","display_name":"Universit\u00e9 Nantes Angers Le Mans","ror":"https://ror.org/0406t3m57","country_code":"FR","type":"education","lineage":["https://openalex.org/I234216984"]},{"id":"https://openalex.org/I4210108471","display_name":"Le Mans Universit\u00e9","ror":"https://ror.org/01mtcc283","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210108471"]},{"id":"https://openalex.org/I4210125982","display_name":"Centre Hospitalier du Mans","ror":"https://ror.org/03bf2nz41","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210125982"]},{"id":"https://openalex.org/I4210132387","display_name":"Institut des Mol\u00e9cules et Mat\u00e9riaux du Mans","ror":"https://ror.org/03a9gd656","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210108471","https://openalex.org/I4210128300","https://openalex.org/I4210132387"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Kosai Raoof","raw_affiliation_strings":["Le Mans University,ENSIM-LAUM,Le Mans,France","ENSIM-LAUM, Le Mans University, Le Mans, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Le Mans University,ENSIM-LAUM,Le Mans,France","institution_ids":["https://openalex.org/I4210108471","https://openalex.org/I4210125982","https://openalex.org/I4210132387"]},{"raw_affiliation_string":"ENSIM-LAUM, Le Mans University, Le Mans, France","institution_ids":["https://openalex.org/I234216984","https://openalex.org/I4210108471"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046572597","display_name":"Rami N. Khushaba","orcid":"https://orcid.org/0000-0001-8528-8979"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rami N. Khushaba","raw_affiliation_strings":["Transport for NSW,Alexandria,NSW,Australia","Transport for NSW, Alexandria, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Transport for NSW,Alexandria,NSW,Australia","institution_ids":[]},{"raw_affiliation_string":"Transport for NSW, Alexandria, NSW, Australia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2023","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":1.0,"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":1.0,"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":0.9983000159263611,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9891999959945679,"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/electrical-impedance-myography","display_name":"Electrical impedance myography","score":0.7435725927352905},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6807867884635925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5444702506065369},{"id":"https://openalex.org/keywords/mechatronics","display_name":"Mechatronics","score":0.5425480008125305},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.5250292420387268},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5204256176948547},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.4965429902076721},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48602110147476196},{"id":"https://openalex.org/keywords/microphone","display_name":"Microphone","score":0.47373735904693604},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4537615180015564},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.4368475079536438},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.42937329411506653},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3231339454650879},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.1444351077079773},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.08408862352371216}],"concepts":[{"id":"https://openalex.org/C1918360","wikidata":"https://www.wikidata.org/wiki/Q5357720","display_name":"Electrical impedance myography","level":3,"score":0.7435725927352905},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6807867884635925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5444702506065369},{"id":"https://openalex.org/C28704281","wikidata":"https://www.wikidata.org/wiki/Q180165","display_name":"Mechatronics","level":2,"score":0.5425480008125305},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.5250292420387268},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5204256176948547},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.4965429902076721},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48602110147476196},{"id":"https://openalex.org/C2778263558","wikidata":"https://www.wikidata.org/wiki/Q46384","display_name":"Microphone","level":3,"score":0.47373735904693604},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4537615180015564},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.4368475079536438},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.42937329411506653},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3231339454650879},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.1444351077079773},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.08408862352371216},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"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/C120770815","wikidata":"https://www.wikidata.org/wiki/Q14859627","display_name":"Vasodilation","level":2,"score":0.0},{"id":"https://openalex.org/C68115822","wikidata":"https://www.wikidata.org/wiki/Q1068172","display_name":"Sound pressure","level":2,"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/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000162","descriptor_name":"Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000162","descriptor_name":"Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000162","descriptor_name":"Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000162","descriptor_name":"Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000162","descriptor_name":"Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000162","descriptor_name":"Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009213","descriptor_name":"Myography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D009213","descriptor_name":"Myography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D009213","descriptor_name":"Myography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D009213","descriptor_name":"Myography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D009213","descriptor_name":"Myography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D009213","descriptor_name":"Myography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc40787.2023.10341050","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10341050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38082816","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38082816","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"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/W1967404753","https://openalex.org/W1994906459","https://openalex.org/W2016849653","https://openalex.org/W2066327120","https://openalex.org/W2093231248","https://openalex.org/W2150573749","https://openalex.org/W2243789297","https://openalex.org/W2466222407","https://openalex.org/W2585619243","https://openalex.org/W2755453911","https://openalex.org/W2787157199","https://openalex.org/W3015549492","https://openalex.org/W3029715056","https://openalex.org/W3032895515","https://openalex.org/W3094628765","https://openalex.org/W3120236767","https://openalex.org/W4312742460"],"related_works":["https://openalex.org/W2913189039","https://openalex.org/W1889691171","https://openalex.org/W613097443","https://openalex.org/W2888778368","https://openalex.org/W4236890452","https://openalex.org/W2484273923","https://openalex.org/W1991400806","https://openalex.org/W1717190054","https://openalex.org/W1613885380","https://openalex.org/W2075474585"],"abstract_inverted_index":{"The":[0,164,289],"ability":[1],"to":[2,28,38,47,68,71,119,168,173,182,227,245,280,295,297],"estimate":[3,247],"user":[4],"intention":[5],"from":[6,138,161],"surface":[7],"electromyogram":[8],"(sEMG)":[9],"signals":[10,65,91,241,279],"is":[11,287],"a":[12,49,83,149,170,260],"crucial":[13],"aspect":[14],"in":[15,45,177,198],"the":[16,30,39,43,102,131,135,141,159,162,175,183,188,205,208,213,248,252,277,284,293,298],"design":[17],"of":[18,54,78,97,133,232,300,306],"powered":[19],"prosthetics.":[20],"Recently,":[21],"researchers":[22],"have":[23,92,292],"been":[24,93],"using":[25,187,201,268],"regression":[26],"techniques":[27],"connect":[29],"user's":[31],"intent,":[32],"as":[33,88,95,105],"expressed":[34],"through":[35],"sEMG":[36,64],"signals,":[37,122,140],"force":[40,160,178,184,249,281],"applied":[41,282],"at":[42],"fingertips":[44],"order":[46],"achieve":[48,228],"natural":[50,302],"and":[51,75,179,224,303],"accurate":[52,304],"form":[53],"control.":[55],"However,":[56],"there":[57],"are":[58,254],"still":[59],"challenges":[60],"associated":[61],"with":[62,123],"processing":[63],"that":[66,181,212,239,251],"need":[67],"be":[69,217,243],"overcome":[70],"allow":[72],"for":[73,157,195,263],"widespread":[74],"clinical":[76],"implementation":[77],"upper":[79,265],"limb":[80,266],"prostheses.":[81],"As":[82],"result,":[84],"alternative":[85],"modalities":[86],"functioning":[87],"promising":[89],"control":[90,98,305],"proposed":[94],"source":[96],"input":[99],"rather":[100],"than":[101],"sEMG,":[103],"such":[104],"Acoustic":[106,269],"Myography":[107,270],"(AMG).":[108],"In":[109],"this":[110,199],"study,":[111,200],"six":[112],"high":[113],"sensitivity":[114],"array":[115],"microphones":[116],"were":[117,166,193],"used":[118],"acquire":[120],"AMG":[121,139,189,240,278],"custom-built":[124],"3D":[125],"printed":[126],"microphone":[127],"housing.":[128],"To":[129],"tackle":[130],"challenge":[132],"extracting":[134],"relevant":[136],"information":[137],"Wavelet":[142],"Scattering":[143],"Transform":[144],"(WST)":[145],"was":[146],"utilized.":[147],"alongside":[148],"Long":[150],"Short-Term":[151],"Memory":[152],"(LSTM)":[153],"neural":[154],"network":[155],"model":[156,215],"predicting":[158],"AMG.":[163],"subjects":[165,192],"asked":[167],"use":[169],"hand":[171],"dynamometer":[172],"measure":[174],"changes":[176],"correlate":[180],"predicted":[185],"by":[186,204,283],"features.":[190],"Seven":[191],"recruited":[194],"data":[196],"collection":[197],"hardware":[202],"designed":[203],"research":[206,258],"team.":[207],"performance":[209],"results":[210,231,237],"showed":[211],"WST-LSTM":[214],"can":[216,242],"robustly":[218],"utilized":[219,244],"across":[220],"varying":[221],"window":[222],"sizes":[223],"testing":[225],"schemes,":[226],"average":[229],"NRMSE":[230],"approximately":[233],"8%.":[234],"These":[235],"pioneering":[236],"suggest":[238],"reliably":[246],"levels":[250],"muscles":[253,286],"applying.Clinical":[255],"Relevance-":[256],"This":[257],"presents":[259],"new":[261],"method":[262,275],"controlling":[264],"prostheses":[267],"(AMG)":[271],"signals.":[272],"A":[273],"novel":[274],"mapping":[276],"corresponding":[285],"developed.":[288],"presented":[290],"findings":[291],"potential":[294],"lead":[296],"development":[299],"more":[301],"human-machine":[307],"interfaces.":[308]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}