{"id":"https://openalex.org/W2990182079","doi":"https://doi.org/10.1109/smc.2019.8914553","title":"Parkinson\u2019s Disease EMG Signal Prediction Using Neural Networks","display_name":"Parkinson\u2019s Disease EMG Signal Prediction Using Neural Networks","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W2990182079","doi":"https://doi.org/10.1109/smc.2019.8914553","mag":"2990182079"},"language":"en","primary_location":{"id":"doi:10.1109/smc.2019.8914553","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc.2019.8914553","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Systems, Man and Cybernetics (SMC)","raw_type":"proceedings-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/A5022705903","display_name":"Rafael Anicet Zanini","orcid":"https://orcid.org/0000-0002-8981-6844"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rafael Anicet Zanini","raw_affiliation_strings":["Laboratory of Robotics and Cognitive Science (LaRoCS), UNICAMP, Campinas, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Robotics and Cognitive Science (LaRoCS), UNICAMP, Campinas, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011531387","display_name":"Esther Luna Colombini","orcid":"https://orcid.org/0000-0003-0467-3133"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Esther Luna Colombini","raw_affiliation_strings":["Laboratory of Robotics and Cognitive Science (LaRoCS), UNICAMP, Campinas, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Robotics and Cognitive Science (LaRoCS), UNICAMP, Campinas, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005403212","display_name":"Maria Claudia F. Castro","orcid":"https://orcid.org/0000-0002-2751-0014"},"institutions":[{"id":"https://openalex.org/I4210148210","display_name":"Funda\u00e7\u00e3o Padre Albino","ror":"https://ror.org/05jey0e23","country_code":"BR","type":"other","lineage":["https://openalex.org/I4210148210"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Maria Claudia Ferrari de Castro","raw_affiliation_strings":["Department of Computer Sciente, Fundao Educacional Inaciana Padre Sabia de Medeiros (FEI), Sao Bernardo do Campo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Sciente, Fundao Educacional Inaciana Padre Sabia de Medeiros (FEI), Sao Bernardo do Campo, Brazil","institution_ids":["https://openalex.org/I4210148210"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1964,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.77665599,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"2446","last_page":"2453"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9975000023841858,"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/T10919","display_name":"Neurological disorders and treatments","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6485869884490967},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.6327924132347107},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6246048212051392},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5926210284233093},{"id":"https://openalex.org/keywords/resting-tremor","display_name":"Resting tremor","score":0.5385585427284241},{"id":"https://openalex.org/keywords/functional-electrical-stimulation","display_name":"Functional electrical stimulation","score":0.5252082943916321},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5044022798538208},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4464770555496216},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.4297366738319397},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37160933017730713},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3556927442550659},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.32646435499191284},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.2267928123474121},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.139868825674057},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.13241788744926453},{"id":"https://openalex.org/keywords/stimulation","display_name":"Stimulation","score":0.11597958207130432},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09203997254371643},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07466605305671692}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6485869884490967},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.6327924132347107},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6246048212051392},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5926210284233093},{"id":"https://openalex.org/C2911210631","wikidata":"https://www.wikidata.org/wiki/Q223907","display_name":"Resting tremor","level":4,"score":0.5385585427284241},{"id":"https://openalex.org/C2777766275","wikidata":"https://www.wikidata.org/wiki/Q1327643","display_name":"Functional electrical stimulation","level":3,"score":0.5252082943916321},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5044022798538208},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4464770555496216},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.4297366738319397},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37160933017730713},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3556927442550659},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.32646435499191284},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2267928123474121},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.139868825674057},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.13241788744926453},{"id":"https://openalex.org/C24998067","wikidata":"https://www.wikidata.org/wiki/Q4114622","display_name":"Stimulation","level":2,"score":0.11597958207130432},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09203997254371643},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07466605305671692},{"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/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc.2019.8914553","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc.2019.8914553","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Systems, Man and Cybernetics (SMC)","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":23,"referenced_works":["https://openalex.org/W179251381","https://openalex.org/W1522301498","https://openalex.org/W1600744878","https://openalex.org/W2008560062","https://openalex.org/W2064675550","https://openalex.org/W2081263405","https://openalex.org/W2130942839","https://openalex.org/W2147352907","https://openalex.org/W2157331557","https://openalex.org/W2163551143","https://openalex.org/W2194775991","https://openalex.org/W2264804536","https://openalex.org/W2333052952","https://openalex.org/W2574426197","https://openalex.org/W2594399423","https://openalex.org/W2751802138","https://openalex.org/W2757960269","https://openalex.org/W2846276984","https://openalex.org/W2899020521","https://openalex.org/W2964121744","https://openalex.org/W4252338967","https://openalex.org/W6631190155","https://openalex.org/W6679436768"],"related_works":["https://openalex.org/W3097292012","https://openalex.org/W2098278563","https://openalex.org/W2936477999","https://openalex.org/W2166727663","https://openalex.org/W289730802","https://openalex.org/W2376139493","https://openalex.org/W2049391740","https://openalex.org/W4386740073","https://openalex.org/W3165359564","https://openalex.org/W2028401229"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,71],"comparison":[4],"between":[5],"different":[6,44],"neural":[7,16],"network":[8,17],"models,":[9,19],"using":[10],"multilayer":[11],"perceptron":[12],"(MLPs)":[13],"and":[14,46,50,58,87],"recurrent":[15],"(RNN)":[18],"for":[20,54,70,74],"predicting":[21,86],"Parkinson's":[22],"disease":[23],"electromyography":[24],"(EMG)":[25],"signals,":[26],"to":[27,43],"anticipate":[28],"resulting":[29],"resting":[30],"tremor":[31,82,94],"patterns.":[32],"The":[33],"experimental":[34],"results":[35],"indicate":[36],"that":[37],"the":[38],"proposed":[39],"models":[40,67],"can":[41],"adapt":[42],"frequencies":[45],"amplitudes":[47],"of":[48],"tremor,":[49],"provide":[51],"reasonable":[52],"predictions":[53],"both":[55],"EMG":[56,59],"envelopes":[57],"raw":[60],"signals.":[61],"Therefore,":[62],"one":[63],"could":[64],"use":[65],"these":[66],"as":[68],"input":[69],"control":[72,90],"strategy":[73],"functional":[75],"electrical":[76],"stimulation":[77],"(FES)":[78],"devices":[79],"used":[80],"on":[81,93],"suppression,":[83],"by":[84],"dynamically":[85],"improving":[88],"FES":[89],"parameters":[91],"based":[92],"forecast.":[95]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
