{"id":"https://openalex.org/W3171730745","doi":"https://doi.org/10.1109/ner49283.2021.9441390","title":"Towards a hybrid EEG-EMG feature for the classification of upper limb movements: comparison of different processing pipelines","display_name":"Towards a hybrid EEG-EMG feature for the classification of upper limb movements: comparison of different processing pipelines","publication_year":2021,"publication_date":"2021-05-04","ids":{"openalex":"https://openalex.org/W3171730745","doi":"https://doi.org/10.1109/ner49283.2021.9441390","mag":"3171730745"},"language":"en","primary_location":{"id":"doi:10.1109/ner49283.2021.9441390","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ner49283.2021.9441390","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 10th International IEEE/EMBS Conference on Neural Engineering (NER)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/6282648","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084027244","display_name":"Valeria de Seta","orcid":"https://orcid.org/0000-0001-8796-8775"},"institutions":[{"id":"https://openalex.org/I4210150112","display_name":"Fondazione Santa Lucia","ror":"https://ror.org/05rcxtd95","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"V. de Seta","raw_affiliation_strings":["IRCCS Fondazione Santa Lucia, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"IRCCS Fondazione Santa Lucia, Rome, Italy","institution_ids":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053472099","display_name":"Jlenia Toppi","orcid":"https://orcid.org/0000-0002-8279-1699"},"institutions":[{"id":"https://openalex.org/I4210150112","display_name":"Fondazione Santa Lucia","ror":"https://ror.org/05rcxtd95","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"J. Toppi","raw_affiliation_strings":["IRCCS Fondazione Santa Lucia, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"IRCCS Fondazione Santa Lucia, Rome, Italy","institution_ids":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039285690","display_name":"Floriana Pichiorri","orcid":"https://orcid.org/0000-0003-1225-7025"},"institutions":[{"id":"https://openalex.org/I4210150112","display_name":"Fondazione Santa Lucia","ror":"https://ror.org/05rcxtd95","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"F. Pichiorri","raw_affiliation_strings":["IRCCS Fondazione Santa Lucia, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"IRCCS Fondazione Santa Lucia, Rome, Italy","institution_ids":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087821155","display_name":"Marcella Masciullo","orcid":"https://orcid.org/0000-0003-1368-7692"},"institutions":[{"id":"https://openalex.org/I4210150112","display_name":"Fondazione Santa Lucia","ror":"https://ror.org/05rcxtd95","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"M. Masciullo","raw_affiliation_strings":["IRCCS Fondazione Santa Lucia, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"IRCCS Fondazione Santa Lucia, Rome, Italy","institution_ids":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044780704","display_name":"Emma Colamarino","orcid":"https://orcid.org/0000-0002-5375-8339"},"institutions":[{"id":"https://openalex.org/I4210150112","display_name":"Fondazione Santa Lucia","ror":"https://ror.org/05rcxtd95","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"E. Colamarino","raw_affiliation_strings":["IRCCS Fondazione Santa Lucia, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"IRCCS Fondazione Santa Lucia, Rome, Italy","institution_ids":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069173153","display_name":"Donatella Mattia","orcid":"https://orcid.org/0000-0002-3092-2511"},"institutions":[{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210150112","display_name":"Fondazione Santa Lucia","ror":"https://ror.org/05rcxtd95","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"D. Mattia","raw_affiliation_strings":["IRCCS Fondazione Santa Lucia, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"IRCCS Fondazione Santa Lucia, Rome, Italy","institution_ids":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017862794","display_name":"Febo Cincotti","orcid":"https://orcid.org/0000-0003-1898-6480"},"institutions":[{"id":"https://openalex.org/I4210150112","display_name":"Fondazione Santa Lucia","ror":"https://ror.org/05rcxtd95","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"F. Cincotti","raw_affiliation_strings":["IRCCS Fondazione Santa Lucia, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"IRCCS Fondazione Santa Lucia, Rome, Italy","institution_ids":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5084027244"],"corresponding_institution_ids":["https://openalex.org/I4210150112","https://openalex.org/I4210153126"],"apc_list":null,"apc_paid":null,"fwci":0.829,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.6911633,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"355","last_page":"358"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.9984999895095825,"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":0.9958999752998352,"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/electroencephalography","display_name":"Electroencephalography","score":0.7470605969429016},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.7251708507537842},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.606974720954895},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6056229472160339},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5246130228042603},{"id":"https://openalex.org/keywords/rehabilitation","display_name":"Rehabilitation","score":0.48161929845809937},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.48030203580856323},{"id":"https://openalex.org/keywords/motor-imagery","display_name":"Motor imagery","score":0.4406375586986542},{"id":"https://openalex.org/keywords/motor-cortex","display_name":"Motor cortex","score":0.43046343326568604},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.42283231019973755},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41334763169288635},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3644353449344635},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.25734254717826843},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.20984166860580444},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08712562918663025}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7470605969429016},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.7251708507537842},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.606974720954895},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6056229472160339},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5246130228042603},{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.48161929845809937},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.48030203580856323},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.4406375586986542},{"id":"https://openalex.org/C2778373776","wikidata":"https://www.wikidata.org/wiki/Q18696","display_name":"Motor cortex","level":3,"score":0.43046343326568604},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.42283231019973755},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41334763169288635},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3644353449344635},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25734254717826843},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.20984166860580444},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08712562918663025},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C24998067","wikidata":"https://www.wikidata.org/wiki/Q4114622","display_name":"Stimulation","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/ner49283.2021.9441390","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ner49283.2021.9441390","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 10th International IEEE/EMBS Conference on Neural Engineering (NER)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.uniroma1.it:11573/1492888","is_oa":false,"landing_page_url":"http://hdl.handle.net/11573/1492888","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:iris.uniroma1.it:11573/1553486","is_oa":false,"landing_page_url":"https://hdl.handle.net/11573/1553486","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:zenodo.org:6282648","is_oa":true,"landing_page_url":"https://zenodo.org/record/6282648","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:6282648","is_oa":true,"landing_page_url":"https://zenodo.org/record/6282648","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[{"score":0.75,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1965948939","https://openalex.org/W1967797382","https://openalex.org/W1987167519","https://openalex.org/W2001866598","https://openalex.org/W2023634800","https://openalex.org/W2061753672","https://openalex.org/W2085591412","https://openalex.org/W2115138492","https://openalex.org/W2124607521","https://openalex.org/W2144383914","https://openalex.org/W2199391040","https://openalex.org/W2901429813","https://openalex.org/W2913498100","https://openalex.org/W2955195560","https://openalex.org/W3008880374"],"related_works":["https://openalex.org/W1977940006","https://openalex.org/W2887556756","https://openalex.org/W2947925238","https://openalex.org/W195417223","https://openalex.org/W1513407214","https://openalex.org/W1984377984","https://openalex.org/W1961545574","https://openalex.org/W2510077457","https://openalex.org/W3045772920","https://openalex.org/W2047816336"],"abstract_inverted_index":{"The":[0],"functional":[1],"connectivity":[2,24,100],"between":[3],"cortex":[4],"and":[5,48,98],"muscle":[6],"during":[7,104],"motor":[8],"tasks":[9],"can":[10],"change":[11],"after":[12],"stroke.":[13],"Motor":[14],"rehabilitation":[15],"aims":[16],"at":[17],"restoring":[18],"it,":[19],"either":[20],"by":[21],"re-establishing":[22],"\u201cclose-to-normal\u201d":[23],"or":[25],"supporting":[26],"the":[27,33,59,88],"development":[28],"of":[29,45,61],"alternative":[30],"pathways.":[31],"With":[32],"ultimate":[34],"aim":[35],"to":[36,66],"design":[37],"a":[38,43,62,76,95],"rehabilitative":[39],"approach":[40],"based":[41],"on":[42],"combination":[44],"Electroencephalographic":[46],"(EEG)":[47],"Electromyographic":[49],"(EMG)":[50],"signals,":[51],"we":[52],"studied":[53],"how":[54],"different":[55],"processing":[56],"pipelines":[57],"affect":[58],"extraction":[60],"potential":[63],"hybrid":[64,78],"feature":[65,71,90],"discriminate":[67],"movement":[68,107],"tasks.":[69],"Such":[70],"will":[72,91],"be":[73,92],"employed":[74],"in":[75],"novel":[77],"Brain-Computer":[79],"Interface":[80],"(BCI)":[81],"system":[82],"for":[83],"motor-rehabilitation.":[84],"In":[85],"this":[86],"setting,":[87],"control":[89],"derived":[93],"from":[94],"combined":[96],"EEG":[97],"EMG":[99],"pattern":[101],"estimated":[102],"online":[103],"upper":[105],"limb":[106],"attempts.":[108]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
