{"id":"https://openalex.org/W2271045533","doi":"https://doi.org/10.3233/ifs-151564","title":"Removing ocular artifacts from mixed EEG signals with FastKICA and DWT","display_name":"Removing ocular artifacts from mixed EEG signals with FastKICA and DWT","publication_year":2015,"publication_date":"2015-08-10","ids":{"openalex":"https://openalex.org/W2271045533","doi":"https://doi.org/10.3233/ifs-151564","mag":"2271045533"},"language":"en","primary_location":{"id":"doi:10.3233/ifs-151564","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ifs-151564","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-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/A5102897545","display_name":"Mingai Li","orcid":"https://orcid.org/0000-0003-0718-8555"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Li Mingai","raw_affiliation_strings":["Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing, China","College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing, China","institution_ids":["https://openalex.org/I4210100255"]},{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086631375","display_name":"Guo Shuoda","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guo Shuoda","raw_affiliation_strings":["College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zuo Guoyu","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zuo Guoyu","raw_affiliation_strings":["Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing, China","College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing, China","institution_ids":["https://openalex.org/I4210100255"]},{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Sun Yanjun","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sun Yanjun","raw_affiliation_strings":["College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"last","author":{"id":null,"display_name":"Yang Jinfu","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Jinfu","raw_affiliation_strings":["Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing, China","College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing, China","institution_ids":["https://openalex.org/I4210100255"]},{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"College of Electronic Information & Control Engineering, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5102897545"],"corresponding_institution_ids":["https://openalex.org/I37796252","https://openalex.org/I4210100255"],"apc_list":null,"apc_paid":null,"fwci":0.9788,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.75421174,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"28","issue":"6","first_page":"2851","last_page":"2861"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998000264167786,"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":0.9998000264167786,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9890999794006348,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.8095253705978394},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7023882865905762},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.6807129979133606},{"id":"https://openalex.org/keywords/independent-component-analysis","display_name":"Independent component analysis","score":0.612987220287323},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5811322331428528},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.5629547238349915},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5372298955917358},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.5190235376358032},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5093887448310852},{"id":"https://openalex.org/keywords/blind-signal-separation","display_name":"Blind signal separation","score":0.4965673089027405},{"id":"https://openalex.org/keywords/discrete-wavelet-transform","display_name":"Discrete wavelet transform","score":0.49087101221084595},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4621482789516449},{"id":"https://openalex.org/keywords/frequency-domain","display_name":"Frequency domain","score":0.4456675946712494},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.3975338339805603},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.2902807295322418},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.18158316612243652},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08336985111236572},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.0675305426120758}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8095253705978394},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7023882865905762},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.6807129979133606},{"id":"https://openalex.org/C51432778","wikidata":"https://www.wikidata.org/wiki/Q1259145","display_name":"Independent component analysis","level":2,"score":0.612987220287323},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5811322331428528},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.5629547238349915},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5372298955917358},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.5190235376358032},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5093887448310852},{"id":"https://openalex.org/C120317606","wikidata":"https://www.wikidata.org/wiki/Q17105967","display_name":"Blind signal separation","level":3,"score":0.4965673089027405},{"id":"https://openalex.org/C46286280","wikidata":"https://www.wikidata.org/wiki/Q2414958","display_name":"Discrete wavelet transform","level":4,"score":0.49087101221084595},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4621482789516449},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.4456675946712494},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.3975338339805603},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.2902807295322418},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.18158316612243652},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08336985111236572},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0675305426120758},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/ifs-151564","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ifs-151564","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1484632516","https://openalex.org/W1516348707","https://openalex.org/W1979148805","https://openalex.org/W2003173453","https://openalex.org/W2025641161","https://openalex.org/W2030503309","https://openalex.org/W2042353857","https://openalex.org/W2079277602","https://openalex.org/W2118289156","https://openalex.org/W2119141275","https://openalex.org/W2119234283","https://openalex.org/W2123354060","https://openalex.org/W2124195644","https://openalex.org/W2124757684","https://openalex.org/W2128448396","https://openalex.org/W2140778204","https://openalex.org/W2148593832","https://openalex.org/W2172107485"],"related_works":["https://openalex.org/W2390344110","https://openalex.org/W2364896863","https://openalex.org/W2361066326","https://openalex.org/W2046761971","https://openalex.org/W2182042810","https://openalex.org/W2130656060","https://openalex.org/W2156932837","https://openalex.org/W2380698615","https://openalex.org/W374502268","https://openalex.org/W2103029460"],"abstract_inverted_index":{"Abstract":[0],"Ocular":[1,12],"movements":[2],"are":[3,155],"inevitable":[4],"in":[5,50,96,185],"electroencephalograme":[6],"(EEG)":[7],"collection,":[8],"and":[9,68,76,93,109,117,139,149,180],"the":[10,18,58,64,69,101,107,132],"resulting":[11],"Artifact":[13],"(OA)":[14],"becomes":[15],"one":[16],"of":[17,21,66,72,88,147],"main":[19],"interferences":[20],"EEG":[22,37,75,129],"due":[23],"to":[24,33],"its":[25],"great":[26],"amplitude.":[27],"Many":[28],"methods":[29],"have":[30],"been":[31],"proposed":[32],"remove":[34],"OA":[35,59,67,102,126,177],"from":[36,127],"recordings":[38],"based":[39],"on":[40],"Blind":[41],"Source":[42],"Separation":[43],"(BSS)":[44],"algorithm.":[45],"Often":[46],"regression":[47],"is":[48,182],"performed":[49],"time":[51],"or":[52,80],"frequency":[53],"domain":[54],"by":[55],"completely":[56],"deleting":[57],"components.":[60],"This":[61],"can":[62],"cause":[63],"overestimation":[65],"information":[70],"loss":[71],"EEG,":[73,97],"because":[74],"electrooculogram":[77],"(EOG)":[78],"mix":[79],"spread":[81],"bidirectionally.":[82],"Furthermore,":[83],"there":[84],"exists":[85],"a":[86,115],"variety":[87],"noises,":[89],"except":[90],"for":[91,124],"OA,":[92],"interference":[94],"coupling":[95],"this":[98],"also":[99],"affects":[100],"removal":[103,178],"performance,":[104],"such":[105],"as":[106,122],"robustness":[108],"anti-interference":[110],"ability.":[111],"Here,":[112],"we":[113],"propose":[114],"novel":[116],"generally":[118],"applicable":[119],"method,":[120],"denoted":[121],"FKD,":[123],"removing":[125],"mixed":[128,151],"signals":[130],"with":[131,157,174],"Fast":[133],"Kernel":[134],"Independent":[135],"Component":[136],"analysis":[137],"(FastKICA)":[138],"Discrete":[140],"Wavelet":[141],"Transform":[142],"(DWT).":[143],"In":[144],"two":[145],"cases":[146],"linear":[148],"nonlinear":[150],"models,":[152],"many":[153],"experiments":[154],"conducted":[156],"Brain":[158],"Computer":[159],"Interface":[160],"(BCI)":[161],"data":[162],"set.":[163],"The":[164],"experiment":[165],"results":[166],"show":[167],"that":[168],"FKD":[169],"has":[170],"good":[171],"performance":[172],"comparing":[173],"other":[175],"BBS-based":[176],"methods,":[179],"it":[181],"more":[183],"acceptable":[184],"actual":[186],"BCI":[187],"system.":[188]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}