{"id":"https://openalex.org/W4411948819","doi":"https://doi.org/10.1109/jiot.2025.3585233","title":"A Portable Neurofeedback Training System for Attention Improvement Based on High-Performance Edge CNN Accelerator","display_name":"A Portable Neurofeedback Training System for Attention Improvement Based on High-Performance Edge CNN Accelerator","publication_year":2025,"publication_date":"2025-07-02","ids":{"openalex":"https://openalex.org/W4411948819","doi":"https://doi.org/10.1109/jiot.2025.3585233"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3585233","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3585233","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5041313721","display_name":"Chunhua He","orcid":"https://orcid.org/0000-0003-0826-3596"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunhua He","raw_affiliation_strings":["School of Computer, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0826-3596","affiliations":[{"raw_affiliation_string":"School of Computer, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100691826","display_name":"Wei Huang","orcid":"https://orcid.org/0000-0001-6340-422X"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Huang","raw_affiliation_strings":["School of Computer, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101025878","display_name":"Yi Huang","orcid":"https://orcid.org/0009-0004-7821-687X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Huang","raw_affiliation_strings":["School of Integrated Circuits, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100735477","display_name":"Haojie Wang","orcid":"https://orcid.org/0009-0006-3430-7520"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haojie Wang","raw_affiliation_strings":["School of Computer, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080686591","display_name":"Heng Wu","orcid":"https://orcid.org/0000-0003-0832-2218"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Heng Wu","raw_affiliation_strings":["School of Automation, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0832-2218","affiliations":[{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110375809","display_name":"Songqing Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songqing Deng","raw_affiliation_strings":["Department of Obstetrics and Gynecology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China","Department of Obstetrics and Gynecology, and Guangxi Hospital Division, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]},{"raw_affiliation_string":"Department of Obstetrics and Gynecology, and Guangxi Hospital Division, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113354987","display_name":"Maojin Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210097354","display_name":"Sun Yat-sen Memorial Hospital","ror":"https://ror.org/01px77p81","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210097354"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maojin Liang","raw_affiliation_strings":["Department of Otolaryngology, Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Guangzhou, China","Department of Otolaryngology, Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Otolaryngology, Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210097354","https://openalex.org/I157773358"]},{"raw_affiliation_string":"Department of Otolaryngology, Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210097354","https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5041313721"],"corresponding_institution_ids":["https://openalex.org/I139024713"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07402634,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"18","first_page":"38292","last_page":"38306"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.7678999900817871,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.7678999900817871,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/neurofeedback","display_name":"Neurofeedback","score":0.8935176134109497},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7750877141952515},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5325217843055725},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.5206819772720337},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.42353254556655884},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.33222895860671997},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3208296298980713},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26235470175743103},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.23304298520088196},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.22431620955467224},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10837912559509277},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09969359636306763}],"concepts":[{"id":"https://openalex.org/C2434490","wikidata":"https://www.wikidata.org/wiki/Q1306920","display_name":"Neurofeedback","level":3,"score":0.8935176134109497},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7750877141952515},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5325217843055725},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.5206819772720337},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.42353254556655884},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.33222895860671997},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3208296298980713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26235470175743103},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.23304298520088196},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.22431620955467224},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10837912559509277},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09969359636306763},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3585233","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3585233","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3033908460","display_name":null,"funder_award_id":"2023B0303010004","funder_id":"https://openalex.org/F4320334010","funder_display_name":"Key Research and Development Program of Ningxia"},{"id":"https://openalex.org/G3113111332","display_name":null,"funder_award_id":"2024A1515220127","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G3586600301","display_name":null,"funder_award_id":"ZYZX24-037","funder_id":"https://openalex.org/F4320330908","funder_display_name":"Austrian Center for Medical Innovation and Technology"},{"id":"https://openalex.org/G3621835400","display_name":null,"funder_award_id":"2024A1515011168","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G7109941092","display_name":null,"funder_award_id":"U22A2012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320330908","display_name":"Austrian Center for Medical Innovation and Technology","ror":"https://ror.org/00m5rzv47"},{"id":"https://openalex.org/F4320334010","display_name":"Key Research and Development Program of Ningxia","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W2032492549","https://openalex.org/W2049929509","https://openalex.org/W2061071453","https://openalex.org/W2081846403","https://openalex.org/W2101636354","https://openalex.org/W2131030544","https://openalex.org/W2137269967","https://openalex.org/W2151179877","https://openalex.org/W2279326448","https://openalex.org/W2462761302","https://openalex.org/W2491453011","https://openalex.org/W2531809297","https://openalex.org/W2588566302","https://openalex.org/W2605911712","https://openalex.org/W2606722458","https://openalex.org/W2790071219","https://openalex.org/W2791283887","https://openalex.org/W2900764873","https://openalex.org/W2902034646","https://openalex.org/W2911020471","https://openalex.org/W2915893085","https://openalex.org/W2922910775","https://openalex.org/W2953998751","https://openalex.org/W2966303068","https://openalex.org/W2977634443","https://openalex.org/W2981497660","https://openalex.org/W2992380016","https://openalex.org/W3020963768","https://openalex.org/W3021938088","https://openalex.org/W3030797115","https://openalex.org/W3042890496","https://openalex.org/W3093799822","https://openalex.org/W3108704700","https://openalex.org/W3118907974","https://openalex.org/W3135189931","https://openalex.org/W3159483679","https://openalex.org/W3169528066","https://openalex.org/W3170595902","https://openalex.org/W3195591280","https://openalex.org/W3209582190","https://openalex.org/W4200494005","https://openalex.org/W4205710854","https://openalex.org/W4213026568","https://openalex.org/W4220714621","https://openalex.org/W4221133827","https://openalex.org/W4283032266","https://openalex.org/W4283788619","https://openalex.org/W4285796748","https://openalex.org/W4296173715","https://openalex.org/W4301606414","https://openalex.org/W4310639077","https://openalex.org/W4320495199","https://openalex.org/W4378515993","https://openalex.org/W4385273192","https://openalex.org/W4385796179","https://openalex.org/W4385968933","https://openalex.org/W4386948174","https://openalex.org/W4387448517","https://openalex.org/W4387717475","https://openalex.org/W4389950043","https://openalex.org/W4391236123","https://openalex.org/W4392122202","https://openalex.org/W4393638425","https://openalex.org/W4399070181","https://openalex.org/W4400233028","https://openalex.org/W4400263114","https://openalex.org/W4401009692","https://openalex.org/W4401051167","https://openalex.org/W4402675812"],"related_works":["https://openalex.org/W4313339048","https://openalex.org/W3176734149","https://openalex.org/W3201779876","https://openalex.org/W3113627641","https://openalex.org/W3191964704","https://openalex.org/W2918879532","https://openalex.org/W3083220997","https://openalex.org/W2885461866","https://openalex.org/W3162654428","https://openalex.org/W2901937988"],"abstract_inverted_index":{"Currently,":[0],"many":[1],"people":[2],"around":[3],"the":[4,12,28,37,47,72,80,86,103,136,146,161,164,172,179,189],"world,":[5],"especially":[6],"children":[7],"and":[8,76,90,101,117,188],"youth,":[9],"are":[10,82,109,132,182],"facing":[11],"problem":[13],"of":[14,39,50,79,149,163,175,199],"attention":[15,29,173],"deficit.":[16],"Neurofeedback":[17],"training":[18,34,57],"is":[19,65,97,121,157],"proved":[20],"to":[21,99,123,135,144,159],"be":[22],"an":[23,118,197],"effective":[24],"method":[25],"for":[26,127],"improving":[27],"level.":[30],"However,":[31],"current":[32],"neurofeedback":[33,56],"typically":[35],"requires":[36],"use":[38],"computers":[40],"or":[41],"other":[42],"nonportable":[43],"devices,":[44],"which":[45],"limits":[46],"application":[48],"scenarios":[49],"this":[51,68,125],"technique.":[52],"Therefore,":[53],"a":[54,112,141,153],"portable":[55],"system":[58,181],"based":[59],"on":[60],"high-performance":[61],"edge":[62],"AI":[63,119],"accelerator":[64,120],"proposed":[66,165,180],"in":[67,138],"paper.":[69],"More":[70],"specifically,":[71],"real-time":[73,139],"single-channel":[74],"EEG":[75,191],"ECG":[77],"signals":[78,108],"trainees":[81,137],"first":[83],"collected":[84,104],"by":[85,111,196],"wearable":[87],"flexible":[88],"headband":[89],"patch.":[91],"The":[92,106,129,167],"wavelet":[93],"packet":[94],"decomposition":[95],"algorithm":[96],"adopted":[98],"decompose":[100],"denoise":[102],"signals.":[105],"processed":[107],"classified":[110],"convolutional":[113],"neural":[114],"network":[115],"model,":[116],"designed":[122],"run":[124],"model":[126],"portability.":[128],"classification":[130],"results":[131,169],"fed":[133],"back":[134],"with":[140,178],"serious":[142],"game":[143],"achieve":[145],"closed-loop":[147],"regulation":[148],"their":[150],"attentions.":[151],"Finally,":[152],"single-blind":[154],"controlled":[155],"experiment":[156],"conducted":[158],"verify":[160],"effectiveness":[162],"system.":[166],"experimental":[168],"indicate":[170],"that":[171],"levels":[174],"subjects":[176],"trained":[177],"significantly":[183],"improved":[184],"(p":[185],"<":[186],"0.05),":[187],"attention-related":[190],"indicator":[192],"theta/beta":[193],"ratio":[194],"decreased":[195],"average":[198],"21.85%.":[200]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
