{"id":"https://openalex.org/W7155938743","doi":"https://doi.org/10.1109/access.2026.3687486","title":"Movement Intention Recognition Using Wearable Dry-Electrode Sensors and Multimodal EEG-EMG Data","display_name":"Movement Intention Recognition Using Wearable Dry-Electrode Sensors and Multimodal EEG-EMG Data","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7155938743","doi":"https://doi.org/10.1109/access.2026.3687486"},"language":"en","primary_location":{"id":"doi:10.1109/access.2026.3687486","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3687486","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://doi.org/10.1109/access.2026.3687486","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093253738","display_name":"Elsa Concha-P\u00e9rez","orcid":"https://orcid.org/0000-0002-9712-7192"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Elsa Concha-P\u00e9rez","raw_affiliation_strings":["School of Engineering and Sciences, Tecnologico de Monterrey, Monterrey, Nuevo Le\u00f3n, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-9712-7192","affiliations":[{"raw_affiliation_string":"School of Engineering and Sciences, Tecnologico de Monterrey, Monterrey, Nuevo Le\u00f3n, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011270393","display_name":"Hugo G. Gonz\u00e1lez-Hern\u00e1ndez","orcid":"https://orcid.org/0000-0001-6495-9980"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Hugo G. Gonzalez-Hernandez","raw_affiliation_strings":["School of Engineering and Sciences, Tecnologico de Monterrey, Monterrey, Nuevo Le\u00f3n, Mexico"],"raw_orcid":"https://orcid.org/0000-0001-6495-9980","affiliations":[{"raw_affiliation_string":"School of Engineering and Sciences, Tecnologico de Monterrey, Monterrey, Nuevo Le\u00f3n, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134689310","display_name":"Jorge A. Reyes-Avenda\u00f1o","orcid":null},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jorge A. Reyes-Avenda\u00f1o","raw_affiliation_strings":["School of Engineering and Sciences, Tecnologico de Monterrey, Monterrey, Nuevo Le\u00f3n, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-2797-9381","affiliations":[{"raw_affiliation_string":"School of Engineering and Sciences, Tecnologico de Monterrey, Monterrey, Nuevo Le\u00f3n, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130562457","display_name":"Maria Beltran-Rodriguez","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mar\u00eda Beltr\u00e1n-Rodr\u00edguez","raw_affiliation_strings":["Universidad de Diseño, Innovación y Tecnología (UDIT), Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6319-6034","affiliations":[{"raw_affiliation_string":"Universidad de Diseño, Innovación y Tecnología (UDIT), Madrid, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023971008","display_name":"Jos\u00e9 Luis Olazagoitia","orcid":"https://orcid.org/0000-0002-6040-5240"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Luis Olazagoitia","raw_affiliation_strings":["Universidad de Diseño, Innovación y Tecnología (UDIT), Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6040-5240","affiliations":[{"raw_affiliation_string":"Universidad de Diseño, Innovación y Tecnología (UDIT), Madrid, Spain","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009572241","display_name":"Javier Fern\u00e1ndez de Gorostiza Luengo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Javier Fern\u00e1ndez De Gorostiza Luengo","raw_affiliation_strings":["Universidad de Diseño, Innovación y Tecnología (UDIT), Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0001-6685-9529","affiliations":[{"raw_affiliation_string":"Universidad de Diseño, Innovación y Tecnología (UDIT), Madrid, Spain","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.53799022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"64202","last_page":"64219"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.48339998722076416,"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":0.48339998722076416,"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":0.2345999926328659,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.02250000089406967,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7016000151634216},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.5608999729156494},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.4489000141620636},{"id":"https://openalex.org/keywords/action-recognition","display_name":"Action recognition","score":0.3490999937057495},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.33709999918937683}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7573999762535095},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7016000151634216},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.5608999729156494},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.47279998660087585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47209998965263367},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.4489000141620636},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4058000147342682},{"id":"https://openalex.org/C2987834672","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Action recognition","level":3,"score":0.3490999937057495},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3075000047683716},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.29019999504089355}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2026.3687486","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3687486","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5bab27c12f184f358b1a19b689f86b0a","is_oa":true,"landing_page_url":"https://doaj.org/article/5bab27c12f184f358b1a19b689f86b0a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 14, Pp 64202-64219 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3687486","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3687486","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2059592341","display_name":null,"funder_award_id":"1028589","funder_id":"https://openalex.org/F4320326490","funder_display_name":"Secretar\u00eda de Estado de Ciencia, Tecnolog\u00eda e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320326490","display_name":"Secretar\u00eda de Estado de Ciencia, Tecnolog\u00eda e Innovaci\u00f3n","ror":null},{"id":"https://openalex.org/F4320329822","display_name":"Novus International","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Recognizing":[0],"human":[1],"movement":[2,110],"intention":[3,42,155],"in":[4,18,47,70,81,162],"less":[5],"controlled":[6],"environment":[7],"is":[8],"the":[9,33,37,41,107,129,143,147,152,170,175,181],"step":[10],"needed":[11],"to":[12,20,43,66,111,191],"go":[13],"beyond":[14],"strict":[15],"laboratory":[16],"settings":[17],"order":[19],"improve":[21],"intuitive":[22],"and":[23,53,75,91,94,104,164,174],"reliable":[24],"human-robot":[25,71],"interaction":[26],"systems.":[27],"By":[28],"taking":[29],"this":[30],"into":[31],"account,":[32],"present":[34],"study":[35],"evaluates":[36],"feasibility":[38],"of":[39,109,132,149,154,160,167,183],"decoding":[40],"perform":[44],"hand-arm":[45],"gestures":[46,69],"self-paced":[48],"tasks":[49],"from":[50],"electroencephalography":[51],"(EEG)":[52],"electromyography":[54],"(EMG)":[55],"collected":[56],"with":[57,114,121,187],"wearable":[58,189],"dry-electrode":[59],"devices.":[60],"An":[61],"experimental":[62],"protocol":[63,78],"was":[64,79],"designed":[65],"emulate":[67],"three":[68],"interaction:":[72],"Neutral,":[73],"Ask,":[74],"Take.":[76],"The":[77],"implemented":[80],"two":[82],"laboratories":[83],"using":[84,169],"different":[85],"EEG":[86,150],"headsets,":[87],"Ultracortex":[88,171],"Mark":[89,172],"IV":[90,173],"Muse":[92],"2,":[93],"a":[95,115,122,158,165],"common":[96],"EMG":[97],"device,":[98],"Mindrove":[99,176],"armband.":[100,177],"Signals":[101],"were":[102],"preprocessed":[103],"segmented":[105],"around":[106],"start":[108],"be":[112,140],"classified":[113],"Bidirectional":[116],"Long":[117],"Short-Term":[118],"Memory":[119],"network":[120],"fully":[123],"connected":[124],"output":[125],"layer":[126],"(BiLSTM-FC).":[127],"Although":[128],"typical":[130],"waveform":[131],"intention,":[133],"movement-related":[134],"cortical":[135],"potential":[136],"(MRCP),":[137],"could":[138],"not":[139],"reliably":[141],"identified,":[142],"results":[144],"showed":[145],"that":[146],"combination":[148],"andEMGimproves":[151],"discriminability":[153],"patterns,":[156],"achieving":[157],"mean":[159],"88.95%":[161],"accuracy,":[163],"maximum":[166],"95.98%":[168],"These":[178],"findings":[179],"demonstrate":[180],"robustness":[182],"multimodal":[184],"data":[185],"gathered":[186],"accessible":[188],"technology":[190],"develop":[192],"hybrid":[193],"brain-computer":[194],"interfaces.":[195]},"counts_by_year":[],"updated_date":"2026-05-06T06:03:25.996018","created_date":"2026-04-28T00:00:00"}