{"id":"https://openalex.org/W4220751549","doi":"https://doi.org/10.1109/tbme.2022.3162490","title":"Removal of Transcranial Alternating Current Stimulation EEG Artifacts Using Blind Source Separation and Wavelets","display_name":"Removal of Transcranial Alternating Current Stimulation EEG Artifacts Using Blind Source Separation and Wavelets","publication_year":2022,"publication_date":"2022-03-25","ids":{"openalex":"https://openalex.org/W4220751549","doi":"https://doi.org/10.1109/tbme.2022.3162490","pmid":"https://pubmed.ncbi.nlm.nih.gov/35333710"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2022.3162490","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2022.3162490","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Xuanteng Yan","orcid":"https://orcid.org/0000-0003-0867-1063"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xuanteng Yan","raw_affiliation_strings":["Graduate Program of Biological &amp; Biomedical Engineering, McGill University, Canada"],"raw_orcid":"https://orcid.org/0000-0003-0867-1063","affiliations":[{"raw_affiliation_string":"Graduate Program of Biological &amp; Biomedical Engineering, McGill University, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Marie-Helene Boudrias","orcid":null},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Marie-Helene Boudrias","raw_affiliation_strings":["School of Physical &amp; Occupational Therapy, McGill University, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physical &amp; Occupational Therapy, McGill University, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"last","author":{"id":null,"display_name":"Georgios D. Mitsis","orcid":"https://orcid.org/0000-0001-9975-5128"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Georgios D. Mitsis","raw_affiliation_strings":["Department of Bioengineering, Rue University, Montreal, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9975-5128","affiliations":[{"raw_affiliation_string":"Department of Bioengineering, Rue University, Montreal, QC, Canada","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4851,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.82035964,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"69","issue":"10","first_page":"3183","last_page":"3192"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10614","display_name":"Transcranial Magnetic Stimulation Studies","score":0.7020000219345093,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10614","display_name":"Transcranial Magnetic Stimulation Studies","score":0.7020000219345093,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.1662999987602234,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.06669999659061432,"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/transcranial-alternating-current-stimulation","display_name":"Transcranial alternating current stimulation","score":0.8737999796867371},{"id":"https://openalex.org/keywords/blind-signal-separation","display_name":"Blind signal separation","score":0.766700029373169},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7432000041007996},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5440999865531921},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.4708000123500824},{"id":"https://openalex.org/keywords/source-separation","display_name":"Source separation","score":0.45159998536109924},{"id":"https://openalex.org/keywords/brain-stimulation","display_name":"Brain stimulation","score":0.41690000891685486},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.3752000033855438}],"concepts":[{"id":"https://openalex.org/C90987802","wikidata":"https://www.wikidata.org/wiki/Q1138877","display_name":"Transcranial alternating current stimulation","level":4,"score":0.8737999796867371},{"id":"https://openalex.org/C120317606","wikidata":"https://www.wikidata.org/wiki/Q17105967","display_name":"Blind signal separation","level":3,"score":0.766700029373169},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7432000041007996},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5993000268936157},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5440999865531921},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5385000109672546},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4708000123500824},{"id":"https://openalex.org/C2776864781","wikidata":"https://www.wikidata.org/wiki/Q52617913","display_name":"Source separation","level":2,"score":0.45159998536109924},{"id":"https://openalex.org/C2985799443","wikidata":"https://www.wikidata.org/wiki/Q4955838","display_name":"Brain stimulation","level":3,"score":0.41690000891685486},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.3752000033855438},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.37389999628067017},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.37279999256134033},{"id":"https://openalex.org/C2781331714","wikidata":"https://www.wikidata.org/wiki/Q1163768","display_name":"Current source","level":3,"score":0.35510000586509705},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.3280999958515167},{"id":"https://openalex.org/C95722684","wikidata":"https://www.wikidata.org/wiki/Q2622756","display_name":"Continuous wavelet transform","level":5,"score":0.3165000081062317},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.3082999885082245},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.30219998955726624},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.29679998755455017},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.2791999876499176},{"id":"https://openalex.org/C51432778","wikidata":"https://www.wikidata.org/wiki/Q1259145","display_name":"Independent component analysis","level":2,"score":0.2768000066280365},{"id":"https://openalex.org/C142433447","wikidata":"https://www.wikidata.org/wiki/Q7806653","display_name":"Time\u2013frequency analysis","level":3,"score":0.2678999900817871},{"id":"https://openalex.org/C2778581513","wikidata":"https://www.wikidata.org/wiki/Q263962","display_name":"Transcranial magnetic stimulation","level":3,"score":0.2669000029563904},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.25600001215934753}],"mesh":[{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D065908","descriptor_name":"Transcranial Direct Current Stimulation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D065908","descriptor_name":"Transcranial Direct Current Stimulation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D065908","descriptor_name":"Transcranial Direct Current Stimulation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tbme.2022.3162490","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2022.3162490","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:35333710","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35333710","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on bio-medical engineering","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310638","display_name":"McGill University","ror":"https://ror.org/01pxwe438"},{"id":"https://openalex.org/F4320326644","display_name":"Canada First Research Excellence Fund","ror":null},{"id":"https://openalex.org/F4320331165","display_name":"Fonds de recherche du Qu\u00e9bec","ror":"https://ror.org/00w3qhf76"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"},{"id":"https://openalex.org/F4320334618","display_name":"Fonds de Recherche du Qu\u00e9bec - Sant\u00e9","ror":"https://ror.org/02eqrsj93"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W943372208","https://openalex.org/W1597348185","https://openalex.org/W1845880232","https://openalex.org/W1940858164","https://openalex.org/W1980859234","https://openalex.org/W1993435683","https://openalex.org/W2005837224","https://openalex.org/W2019900743","https://openalex.org/W2081338054","https://openalex.org/W2082930519","https://openalex.org/W2104743992","https://openalex.org/W2119065917","https://openalex.org/W2125007968","https://openalex.org/W2131436045","https://openalex.org/W2329406888","https://openalex.org/W2344461865","https://openalex.org/W2549837719","https://openalex.org/W2566612029","https://openalex.org/W2568407436","https://openalex.org/W2601369343","https://openalex.org/W2725153312","https://openalex.org/W2730013855","https://openalex.org/W2735799281","https://openalex.org/W2789980339","https://openalex.org/W2796322719","https://openalex.org/W2801432034","https://openalex.org/W2890364207","https://openalex.org/W2898037900","https://openalex.org/W2898824151","https://openalex.org/W2907525741","https://openalex.org/W2907922896","https://openalex.org/W2920234746","https://openalex.org/W2944884355","https://openalex.org/W2954044646","https://openalex.org/W2962765562","https://openalex.org/W3016239063","https://openalex.org/W3046203501","https://openalex.org/W3112882348","https://openalex.org/W3161592925","https://openalex.org/W4237951138"],"related_works":[],"abstract_inverted_index":{"GOAL:":[0],"Transcranial":[1],"alternating":[2],"current":[3],"stimulation":[4,64],"(tACS)":[5],"is":[6],"a":[7,69],"non-invasive":[8],"technology":[9],"for":[10,17,133,157,197],"modulating":[11,198],"brain":[12,38,63,180,201],"activity,":[13,181],"with":[14,85,104,123,145],"significant":[15],"potential":[16],"improving":[18],"motor":[19],"and":[20,77,116,136],"cognitive":[21],"functions.":[22],"To":[23],"investigate":[24],"the":[25,41,48,59,91,105,148,159,175,199],"effects":[26,160,176],"of":[27,50,61,72,82,93,112,161,177],"tACS,":[28],"many":[29],"studies":[30],"have":[31],"used":[32,191],"electroencephalographic":[33],"(EEG)":[34],"data":[35],"recorded":[36,165],"during":[37],"stimulation.":[39],"However,":[40],"large":[42],"artifacts":[43,84],"induced":[44],"by":[45],"tACS":[46,162,178,195],"make":[47],"analysis":[49,142],"tACS-EEG":[51,83,118],"recordings":[52],"challenging,":[53],"which":[54,168],"in":[55,110,170,203],"turn":[56,171],"has":[57],"prevented":[58],"implementation":[60],"closed-loop":[62,194],"schemes.":[65],"Here,":[66],"we":[67],"propose":[68],"novel":[70],"combination":[71],"blind":[73],"source":[74],"separation":[75],"(BSS)":[76],"wavelets":[78],"to":[79,130,192],"achieve":[80],"removal":[81],"improved":[86,127],"performance.":[87,150],"METHODS:":[88],"We":[89],"examined":[90],"performance":[92,128],"several":[94],"BSS":[95,124,131],"methods":[96],"both":[97,134],"applied":[98],"individually,":[99],"as":[100,102,182,184],"well":[101,183],"combined":[103,122,144],"empirical":[106],"wavelet":[107],"transform":[108],"(EWT)":[109],"terms":[111],"denoising":[113],"realistic":[114],"simulated":[115,135],"experimental":[117,137],"data.":[119,138],"RESULTS:":[120],"EWT":[121,146],"yielded":[125,147],"considerably":[126],"compared":[129],"alone":[132],"Overall,":[139],"independent":[140],"vector":[141],"(IVA)":[143],"best":[149],"SIGNIFICANCE:":[151],"The":[152],"proposed":[153],"method":[154],"yields":[155],"promise":[156],"quantifying":[158],"on":[163,179],"simultaneously":[164],"EEG":[166],"data,":[167],"can":[169],"contribute":[172],"towards":[173],"understanding":[174],"extracting":[185],"reliable":[186],"biomarkers":[187],"that":[188],"may":[189],"be":[190],"develop":[193],"strategies":[196],"underlying":[200],"activity":[202],"real":[204],"time.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2022-04-03T00:00:00"}
