{"id":"https://openalex.org/W4386430827","doi":"https://doi.org/10.31577/cai_2023_3_741","title":"EEG-EMG Analysis Method in Hybrid Brain Computer Interface for Hand Rehabilitation Training","display_name":"EEG-EMG Analysis Method in Hybrid Brain Computer Interface for Hand Rehabilitation Training","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386430827","doi":"https://doi.org/10.31577/cai_2023_3_741"},"language":"en","primary_location":{"id":"doi:10.31577/cai_2023_3_741","is_oa":true,"landing_page_url":"https://doi.org/10.31577/cai_2023_3_741","pdf_url":"https://www.cai.sk/ojs/index.php/cai/article/download/2023_3_741/1237","source":{"id":"https://openalex.org/S4210200093","display_name":"Computing and Informatics","issn_l":"1335-9150","issn":["1335-9150","2585-8807"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing and Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.cai.sk/ojs/index.php/cai/article/download/2023_3_741/1237","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101240911","display_name":"Lubo Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lubo Fu","raw_affiliation_strings":["Department of Computer Science and Technology, School of Electronic and Information Engineering, Tongji University, Shanghai 201804, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, School of Electronic and Information Engineering, Tongji University, Shanghai 201804, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100369547","display_name":"Haoyang Li","orcid":"https://orcid.org/0009-0000-1683-9386"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyang Li","raw_affiliation_strings":["Department of Computer Science and Technology, School of Electronic and Information Engineering, Tongji University, Shanghai 201804, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, School of Electronic and Information Engineering, Tongji University, Shanghai 201804, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103159761","display_name":"Hongfei Ji","orcid":"https://orcid.org/0000-0002-2759-7084"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongfei Ji","raw_affiliation_strings":["Department of Computer Science and Technology, School of Electronic and Information Engineering, Tongji University, Shanghai 201804, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, School of Electronic and Information Engineering, Tongji University, Shanghai 201804, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100428302","display_name":"Jie Li","orcid":"https://orcid.org/0000-0002-9299-3251"},"institutions":[{"id":"https://openalex.org/I4210146112","display_name":"Shanghai Sunshine Rehabilitation Center","ror":"https://ror.org/03gqsr633","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146112"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Li","raw_affiliation_strings":["Translational Research Center, Shanghai YangZhi Rehabilitation Hospital (Shanghai Sunshine Rehabilitation Center), Tongji University & Department of Computer Science and Technology, School of Electronic and Information Engineering, Tongji University, Shanghai 201804, China"],"affiliations":[{"raw_affiliation_string":"Translational Research Center, Shanghai YangZhi Rehabilitation Hospital (Shanghai Sunshine Rehabilitation Center), Tongji University & Department of Computer Science and Technology, School of Electronic and Information Engineering, Tongji University, Shanghai 201804, China","institution_ids":["https://openalex.org/I4210146112"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101240911"],"corresponding_institution_ids":["https://openalex.org/I116953780"],"apc_list":null,"apc_paid":null,"fwci":0.6968,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.68321798,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"42","issue":"3","first_page":"741","last_page":"761"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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":0.9998999834060669,"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9545000195503235,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9453999996185303,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.8459250926971436},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7992788553237915},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7120208144187927},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.6535003781318665},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5273186564445496},{"id":"https://openalex.org/keywords/motor-imagery","display_name":"Motor imagery","score":0.5157461762428284},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5010802745819092},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4263337254524231},{"id":"https://openalex.org/keywords/neural-decoding","display_name":"Neural decoding","score":0.42091572284698486},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3492435812950134},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17724382877349854},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.10349252820014954}],"concepts":[{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.8459250926971436},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7992788553237915},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7120208144187927},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6535003781318665},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5273186564445496},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.5157461762428284},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5010802745819092},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4263337254524231},{"id":"https://openalex.org/C40743351","wikidata":"https://www.wikidata.org/wiki/Q7002049","display_name":"Neural decoding","level":3,"score":0.42091572284698486},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3492435812950134},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17724382877349854},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.10349252820014954},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.31577/cai_2023_3_741","is_oa":true,"landing_page_url":"https://doi.org/10.31577/cai_2023_3_741","pdf_url":"https://www.cai.sk/ojs/index.php/cai/article/download/2023_3_741/1237","source":{"id":"https://openalex.org/S4210200093","display_name":"Computing and Informatics","issn_l":"1335-9150","issn":["1335-9150","2585-8807"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing and Informatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.31577/cai_2023_3_741","is_oa":true,"landing_page_url":"https://doi.org/10.31577/cai_2023_3_741","pdf_url":"https://www.cai.sk/ojs/index.php/cai/article/download/2023_3_741/1237","source":{"id":"https://openalex.org/S4210200093","display_name":"Computing and Informatics","issn_l":"1335-9150","issn":["1335-9150","2585-8807"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing and Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4198479330","display_name":null,"funder_award_id":"SHZDZX0100","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"},{"id":"https://openalex.org/G4924336835","display_name":null,"funder_award_id":"19441908000","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"},{"id":"https://openalex.org/G8111733239","display_name":null,"funder_award_id":"2021SHZDZX0100","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8551726186","display_name":null,"funder_award_id":"2021SHZDZX","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"},{"id":"https://openalex.org/G897182718","display_name":null,"funder_award_id":"2021SHZDZX0100","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"}],"funders":[{"id":"https://openalex.org/F4320321885","display_name":"Science and Technology Commission of Shanghai Municipality","ror":"https://ror.org/03kt66j61"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386430827.pdf"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1596426405","https://openalex.org/W1976715276","https://openalex.org/W1987186789","https://openalex.org/W2034655243","https://openalex.org/W2035375137","https://openalex.org/W2066584143","https://openalex.org/W2088809939","https://openalex.org/W2095676515","https://openalex.org/W2128803839","https://openalex.org/W2132360759","https://openalex.org/W2144175475","https://openalex.org/W2280592418","https://openalex.org/W2327450850","https://openalex.org/W2561907433","https://openalex.org/W2610034660","https://openalex.org/W2744364562","https://openalex.org/W2765977769","https://openalex.org/W2790404832","https://openalex.org/W2883951752","https://openalex.org/W2948669902","https://openalex.org/W2962879438","https://openalex.org/W2964015378","https://openalex.org/W2969218896","https://openalex.org/W2970007912","https://openalex.org/W2999883195","https://openalex.org/W3001314219","https://openalex.org/W3130755048","https://openalex.org/W3174540112","https://openalex.org/W4200070175","https://openalex.org/W4283069747","https://openalex.org/W4291910522","https://openalex.org/W4297347800","https://openalex.org/W4312565043"],"related_works":["https://openalex.org/W1977940006","https://openalex.org/W2947925238","https://openalex.org/W2887556756","https://openalex.org/W195417223","https://openalex.org/W2951110009","https://openalex.org/W1513407214","https://openalex.org/W1984377984","https://openalex.org/W2510077457","https://openalex.org/W1961545574","https://openalex.org/W3045772920"],"abstract_inverted_index":{"Brain-computer":[0],"interfaces":[1,28,181],"(BCIs)":[2],"have":[3],"demonstrated":[4],"immense":[5],"potential":[6],"in":[7,42],"aiding":[8],"stroke":[9,222],"patients":[10],"during":[11],"their":[12],"physical":[13],"rehabilitation":[14,219],"journey.":[15],"By":[16],"reshaping":[17],"the":[18,22,31,43,50,110,132,145,153,176,190,217],"neural":[19,121],"circuits":[20],"connecting":[21],"patient\u2019s":[23,44],"brain":[24],"and":[25,67,89,114,144,196,200,210],"limbs,":[26],"these":[27],"contribute":[29],"to":[30,38,69,108,124,206],"restoration":[32],"of":[33,47,97,194,221],"motor":[34,58],"functions,":[35],"ultimately":[36],"leading":[37],"a":[39,82,95,119],"significant":[40],"improvement":[41],"overall":[45],"quality":[46],"life.":[48],"However,":[49],"current":[51],"BCI":[52,84],"primarily":[53],"relies":[54],"on":[55,87,162],"Electroencephalogram":[56,88],"(EEG)":[57],"imagery":[59],"(MI),":[60],"which":[61],"has":[62],"relatively":[63],"coarse":[64],"recognition":[65],"granularity":[66],"struggles":[68],"accurately":[70,125],"recognize":[71,109],"specific":[72],"hand":[73,127,183,218],"movements.":[74,128],"To":[75],"address":[76],"this":[77,79],"limitation,":[78],"paper":[80],"proposes":[81],"hybrid":[83,213],"framework":[85,93,172],"based":[86],"Electromyography":[90],"(EEG-EMG).":[91],"The":[92,170],"utilizes":[94],"combination":[96],"techniques:":[98],"decoding":[99,115,146],"EEG":[100,130,195],"by":[101,117,151],"using":[102,118,138,175],"Graph":[103],"Convolutional":[104],"LSTM":[105],"Networks":[106],"(GCN-LSTM)":[107],"subject\u2019s":[111],"motion":[112],"intention,":[113],"EMG":[116,157,197],"convolutional":[120],"network":[122],"(CNN)":[123],"identify":[126],"In":[129,156],"decoding,":[131,158],"correlation":[133,154],"between":[134],"channels":[135],"is":[136,148,173],"calculated":[137],"Standardized":[139],"Permutation":[140],"Mutual":[141],"Information":[142],"(SPMI),":[143],"process":[147],"further":[149],"explained":[150],"analyzing":[152],"matrix.":[155],"experiments":[159],"are":[160,198],"conducted":[161],"two":[163],"task":[164],"paradigms,":[165],"both":[166],"achieving":[167],"promising":[168],"results.":[169],"proposed":[171],"validated":[174],"publicly":[177],"available":[178],"WAL-EEG-GAL":[179],"(Wearable":[180],"for":[182],"function":[184],"recovery":[185],"Electroencephalography":[186],"Grasp-And-Lift)":[187],"dataset,":[188],"where":[189],"average":[191],"classification":[192],"accuracies":[193],"0.892":[199],"0.954,":[201],"respectively.":[202],"This":[203],"research":[204],"aims":[205],"establish":[207],"an":[208],"efficient":[209],"user-friendly":[211],"EEG-EMG":[212],"BCI,":[214],"thereby":[215],"facilitating":[216],"training":[220],"patients.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}