{"id":"https://openalex.org/W4415003386","doi":"https://doi.org/10.1109/acit65614.2025.11185624","title":"Exploring the Potential of Brain-Computer Interfaces and EEG Signal Analysis Algorithms: A Review and Analysis of Computational Techniques","display_name":"Exploring the Potential of Brain-Computer Interfaces and EEG Signal Analysis Algorithms: A Review and Analysis of Computational Techniques","publication_year":2025,"publication_date":"2025-09-17","ids":{"openalex":"https://openalex.org/W4415003386","doi":"https://doi.org/10.1109/acit65614.2025.11185624"},"language":"en","primary_location":{"id":"doi:10.1109/acit65614.2025.11185624","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit65614.2025.11185624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 15th International Conference on Advanced Computer Information Technologies (ACIT)","raw_type":"proceedings-article"},"type":"review","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/A5102390841","display_name":"Petar Nikolov","orcid":null},"institutions":[{"id":"https://openalex.org/I190032430","display_name":"University of Library Studies and Information Technologies","ror":"https://ror.org/001nkz398","country_code":"BG","type":"education","lineage":["https://openalex.org/I190032430"]}],"countries":["BG"],"is_corresponding":true,"raw_author_name":"Petar Nikolov","raw_affiliation_strings":["University of Library Studies and Information Technologies,Department of Information Technologies,Sofia,Bulgaria"],"affiliations":[{"raw_affiliation_string":"University of Library Studies and Information Technologies,Department of Information Technologies,Sofia,Bulgaria","institution_ids":["https://openalex.org/I190032430"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Olexiy S. Bychkov","orcid":null},"institutions":[{"id":"https://openalex.org/I189238007","display_name":"Taras Shevchenko National University of Kyiv","ror":"https://ror.org/02aaqv166","country_code":"UA","type":"education","lineage":["https://openalex.org/I189238007"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Olexiy S. Bychkov","raw_affiliation_strings":["Taras Shevchenko National University of Kyiv,Faculty of Information Technology,Kyiv,Ukraine"],"affiliations":[{"raw_affiliation_string":"Taras Shevchenko National University of Kyiv,Faculty of Information Technology,Kyiv,Ukraine","institution_ids":["https://openalex.org/I189238007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075582145","display_name":"Katia Rasheva-Yordanova","orcid":"https://orcid.org/0000-0001-5859-9114"},"institutions":[{"id":"https://openalex.org/I190032430","display_name":"University of Library Studies and Information Technologies","ror":"https://ror.org/001nkz398","country_code":"BG","type":"education","lineage":["https://openalex.org/I190032430"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Katia Rasheva-Yordanova","raw_affiliation_strings":["University of Library Studies and Information Technologies,Department of Information Technologies,Sofia,Bulgaria"],"affiliations":[{"raw_affiliation_string":"University of Library Studies and Information Technologies,Department of Information Technologies,Sofia,Bulgaria","institution_ids":["https://openalex.org/I190032430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017293573","display_name":"\u0413\u0435\u043e\u0440\u0433\u0438 \u0414\u0438\u043c\u0438\u0442\u0440\u043e\u0432","orcid":"https://orcid.org/0000-0002-4785-0702"},"institutions":[{"id":"https://openalex.org/I190032430","display_name":"University of Library Studies and Information Technologies","ror":"https://ror.org/001nkz398","country_code":"BG","type":"education","lineage":["https://openalex.org/I190032430"]},{"id":"https://openalex.org/I4210163063","display_name":"Institute of Information and Communication Technologies","ror":"https://ror.org/05fpsjc82","country_code":"BG","type":"facility","lineage":["https://openalex.org/I24768866","https://openalex.org/I4210163063"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Georgi Dimitrov","raw_affiliation_strings":["University of Library Studies and Information Technologies \"Institute of Robotics, Bulgarian Academy of Sciences,Department of Information Technologies,Sofia,Bulgaria"],"affiliations":[{"raw_affiliation_string":"University of Library Studies and Information Technologies \"Institute of Robotics, Bulgarian Academy of Sciences,Department of Information Technologies,Sofia,Bulgaria","institution_ids":["https://openalex.org/I190032430","https://openalex.org/I4210163063"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060488439","display_name":"Pavel S. Petrov","orcid":"https://orcid.org/0000-0002-0087-6681"},"institutions":[{"id":"https://openalex.org/I124938932","display_name":"University of Economics Varna","ror":"https://ror.org/03g67sb77","country_code":"BG","type":"education","lineage":["https://openalex.org/I124938932"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Pavel S. Petrov","raw_affiliation_strings":["University of Economics,Department of Information Technologies,Varna,Bulgaria"],"affiliations":[{"raw_affiliation_string":"University of Economics,Department of Information Technologies,Varna,Bulgaria","institution_ids":["https://openalex.org/I124938932"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018309683","display_name":"Vasyl Martsenyuk","orcid":"https://orcid.org/0000-0001-5622-1038"},"institutions":[{"id":"https://openalex.org/I62088572","display_name":"University of Bielsko-Bia\u0142a","ror":"https://ror.org/01ew38b77","country_code":"PL","type":"education","lineage":["https://openalex.org/I62088572"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Vasyl Martsenyuk","raw_affiliation_strings":["Univerciti of Bielsko,Department of Computer Science and Automatics,Biala,Poland"],"affiliations":[{"raw_affiliation_string":"Univerciti of Bielsko,Department of Computer Science and Automatics,Biala,Poland","institution_ids":["https://openalex.org/I62088572"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102390841"],"corresponding_institution_ids":["https://openalex.org/I190032430"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2718976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"906","last_page":"913"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9911999702453613,"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":0.9911999702453613,"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/feature-extraction","display_name":"Feature extraction","score":0.5758000016212463},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5259000062942505},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5135999917984009},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4896000027656555},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.45820000767707825},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4505999982357025},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4487000107765198},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.4417000114917755},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.40130001306533813}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7750999927520752},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6032999753952026},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5758000016212463},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5259000062942505},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5135999917984009},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4896000027656555},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.45820000767707825},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4505999982357025},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4487000107765198},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.4417000114917755},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.40130001306533813},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.39399999380111694},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3785000145435333},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3750999867916107},{"id":"https://openalex.org/C2781170535","wikidata":"https://www.wikidata.org/wiki/Q30587856","display_name":"Noisy data","level":2,"score":0.3488999903202057},{"id":"https://openalex.org/C12426560","wikidata":"https://www.wikidata.org/wiki/Q189569","display_name":"Basis (linear algebra)","level":2,"score":0.31470000743865967},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.3140000104904175},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.30559998750686646},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.30379998683929443},{"id":"https://openalex.org/C116409475","wikidata":"https://www.wikidata.org/wiki/Q1385056","display_name":"External Data Representation","level":2,"score":0.2989000082015991},{"id":"https://openalex.org/C55037315","wikidata":"https://www.wikidata.org/wiki/Q5421151","display_name":"Experimental data","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.2612999975681305},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.260699987411499},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.25859999656677246},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25609999895095825},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.25270000100135803},{"id":"https://openalex.org/C2983668108","wikidata":"https://www.wikidata.org/wiki/Q280453","display_name":"Spectral analysis","level":3,"score":0.25189998745918274}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit65614.2025.11185624","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit65614.2025.11185624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 15th International Conference on Advanced Computer Information Technologies (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335551","display_name":"Erasmus+","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2101383290","https://openalex.org/W3162174351","https://openalex.org/W4205336154","https://openalex.org/W4206186876","https://openalex.org/W4313259876","https://openalex.org/W4316468747","https://openalex.org/W4384557778","https://openalex.org/W4400411084","https://openalex.org/W4401452520","https://openalex.org/W4401586927","https://openalex.org/W4401811591","https://openalex.org/W4401894626","https://openalex.org/W4401943007","https://openalex.org/W4402005708","https://openalex.org/W4402437327","https://openalex.org/W4402451487","https://openalex.org/W4402503241","https://openalex.org/W4402766757","https://openalex.org/W4402828185","https://openalex.org/W4402858769","https://openalex.org/W4409726252"],"related_works":[],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"review":[4,26],"existing":[5,62],"methods":[6],"and":[7,35,52,69,83,111,129,137],"algorithms":[8,131],"for":[9,66,75,104,116],"the":[10,17,28,32,38,59,70],"analysis":[11],"of":[12,19,27,61,72,122],"electroencephalogram":[13],"(EEG)":[14,100],"signals":[15,110],"in":[16,37,96],"context":[18],"brain-computer":[20],"interfaces":[21],"(BCIs).":[22],"Through":[23],"a":[24,114],"systematic":[25],"current":[29],"scientific":[30],"literature,":[31],"main":[33],"challenges":[34],"approaches":[36],"field":[39],"are":[40],"identified.":[41],"Special":[42],"attention":[43],"is":[44,140],"paid":[45],"to":[46],"state-of-the-art":[47],"data":[48,124],"preprocessing,":[49],"feature":[50,127],"extraction":[51,128],"signal":[53],"classification":[54,130],"techniques.":[55],"The":[56],"paper":[57],"discusses":[58],"limitations":[60],"methods,":[63,126],"potential":[64],"directions":[65],"future":[67],"research":[68],"use":[71],"brain":[73],"waves":[74],"user":[76,97,118],"authentication.":[77,119],"By":[78],"focusing":[79],"on":[80],"frequency":[81],"spectra":[82],"other":[84],"brainwave":[85],"features":[86],"combined":[87],"with":[88],"machine":[89],"learning,":[90],"it":[91],"achieves":[92],"extremely":[93],"high":[94],"accuracy":[95],"recognition.":[98],"Electroencephalography":[99],"offers":[101],"new":[102],"possibilities":[103],"controlling":[105],"electronic":[106],"devices":[107],"via":[108],"neural":[109],"also":[112],"provides":[113],"basis":[115],"biometric":[117],"A":[120],"survey":[121],"various":[123],"collection":[125],"including":[132],"adaptive":[133],"classifiers,":[134],"deep":[135],"learning":[136,139],"transfer":[138],"presented.":[141]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}