{"id":"https://openalex.org/W4375854305","doi":"https://doi.org/10.1109/cbs55922.2023.10115388","title":"An Approach for EEG Data Augmentation Based on Deep Convolutional Generative Adversarial Network","display_name":"An Approach for EEG Data Augmentation Based on Deep Convolutional Generative Adversarial Network","publication_year":2023,"publication_date":"2023-03-24","ids":{"openalex":"https://openalex.org/W4375854305","doi":"https://doi.org/10.1109/cbs55922.2023.10115388"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbs55922.2023.10115388","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5018588208","display_name":"Yuanzhe Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanzhe Dong","raw_affiliation_strings":["Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210165038","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009095309","display_name":"Xi Tang","orcid":"https://orcid.org/0009-0002-9757-3894"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Tang","raw_affiliation_strings":["Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012814419","display_name":"F.L. Tan","orcid":"https://orcid.org/0000-0002-4391-1854"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangning Tan","raw_affiliation_strings":["Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210165038","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048405626","display_name":"Qingge Li","orcid":"https://orcid.org/0000-0002-3431-138X"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingge Li","raw_affiliation_strings":["Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210165038","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100381039","display_name":"Yingying Wang","orcid":"https://orcid.org/0009-0004-2153-2927"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingying Wang","raw_affiliation_strings":["Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210165038","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078455734","display_name":"Huanqing Zhang","orcid":"https://orcid.org/0000-0001-6033-4270"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huanqing Zhang","raw_affiliation_strings":["Xi‘an Jiaotong University,School of Mechanical Engineering,Xi‘an,China,710049"],"affiliations":[{"raw_affiliation_string":"Xi‘an Jiaotong University,School of Mechanical Engineering,Xi‘an,China,710049","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101877179","display_name":"Jun Xie","orcid":"https://orcid.org/0000-0001-8619-4261"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Xie","raw_affiliation_strings":["Xi‘an Jiaotong University,School of Mechanical Engineering,Xi‘an,China,710049"],"affiliations":[{"raw_affiliation_string":"Xi‘an Jiaotong University,School of Mechanical Engineering,Xi‘an,China,710049","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074257217","display_name":"Wenyuan Liang","orcid":"https://orcid.org/0000-0002-7923-0751"},"institutions":[{"id":"https://openalex.org/I4210133824","display_name":"National Research Center for Rehabilitation Technical Aids","ror":"https://ror.org/03c6k3q87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210098389","https://openalex.org/I4210127390","https://openalex.org/I4210133824"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenyuan Liang","raw_affiliation_strings":["National Research Center for Rehabilitation Technical Aids,Beijing,China,100176"],"affiliations":[{"raw_affiliation_string":"National Research Center for Rehabilitation Technical Aids,Beijing,China,100176","institution_ids":["https://openalex.org/I4210133824"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100636088","display_name":"Guanglin Li","orcid":"https://orcid.org/0000-0001-9016-2617"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanglin Li","raw_affiliation_strings":["Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210165038","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100601527","display_name":"Peng Fang","orcid":"https://orcid.org/0000-0002-9070-9069"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Fang","raw_affiliation_strings":["Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210165038","https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen Engineering Laboratory of Neural Rehabilitation Technology, Shenzhen Institute of Advanced Technology,CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210145761"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.554,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.662059,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":70,"max":81},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"Brain-Computer Interfaces in Neuroscience and Medicine","score":1.0,"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":"Brain-Computer Interfaces in Neuroscience and Medicine","score":1.0,"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 and Independent Component Analysis","score":0.9997,"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/T11021","display_name":"Analysis of Electrocardiogram Signals","score":0.9978,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.8891417},{"id":"https://openalex.org/keywords/deep-learning-for-eeg","display_name":"Deep Learning for EEG","score":0.65325},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.6237847},{"id":"https://openalex.org/keywords/eeg-analysis","display_name":"EEG Analysis","score":0.593771},{"id":"https://openalex.org/keywords/ecg-signal","display_name":"ECG Signal","score":0.513372},{"id":"https://openalex.org/keywords/convolutional-mixtures","display_name":"Convolutional Mixtures","score":0.501333}],"concepts":[{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.8891417},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8100734},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6237847},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6228156},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.5732996},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.543489},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.53561723},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5111962},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.48344883},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.44270733},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4174366},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4110723},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.405712},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.15823442},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbs55922.2023.10115388","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.74,"display_name":"Reduced inequalities"}],"grants":[{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":null},{"funder":"https://openalex.org/F4320335892","funder_display_name":"Youth Innovation Promotion Association","award_id":null},{"funder":"https://openalex.org/F4320337504","funder_display_name":"Research and Development","award_id":null}],"datasets":[],"versions":[],"referenced_works_count":19,"referenced_works":["https://openalex.org/W2151669316","https://openalex.org/W2162800060","https://openalex.org/W2772766867","https://openalex.org/W2777858664","https://openalex.org/W2783914690","https://openalex.org/W2797212135","https://openalex.org/W2801360775","https://openalex.org/W2919115771","https://openalex.org/W2922081342","https://openalex.org/W2963684088","https://openalex.org/W2972411444","https://openalex.org/W3046474724","https://openalex.org/W3083582638","https://openalex.org/W3087220290","https://openalex.org/W3126704134","https://openalex.org/W3154168953","https://openalex.org/W3156795013","https://openalex.org/W4229009467","https://openalex.org/W4320013936"],"related_works":["https://openalex.org/W4381885966","https://openalex.org/W4293320219","https://openalex.org/W4283584549","https://openalex.org/W3151498616","https://openalex.org/W3110074278","https://openalex.org/W2998859928","https://openalex.org/W2969399009","https://openalex.org/W2953246223","https://openalex.org/W2618858825","https://openalex.org/W2554314924"],"abstract_inverted_index":{"High-quality":[0],"Electroencephalogram":[1],"(EEG)":[2],"signals":[3,165],"are":[4,16],"crucial":[5],"for":[6,68,182],"BCI":[7,193],"applications.":[8],"In":[9,35,70],"practice,":[10],"processing":[11],"and":[12,56,89,113,119,127,143,170],"analysis":[13],"of":[14,32,86,105,154,189],"EEG":[15,183],"often":[17],"hindered":[18],"due":[19],"to":[20,59,64,82,99,146],"either":[21],"data":[22,25,41,67,107,138,161,184],"scarcity":[23],"or":[24],"imbalance,":[26],"which":[27,52,150],"would":[28],"lower":[29],"the":[30,71,80,97,136,147,152],"performance":[31],"EEG-based":[33],"classification.":[34],"this":[36],"work,":[37],"we":[38],"implemented":[39],"a":[40,54,57,167,177,187],"augmentation":[42,185],"approach":[43],"based":[44],"on":[45],"Deep":[46],"Convolutional":[47],"Generative":[48],"Adversarial":[49],"Network":[50],"(DCGAN),":[51],"employed":[53],"generator":[55,98],"discriminator":[58,81],"compete":[60],"with":[61,166,186],"each":[62],"other":[63],"gain":[65],"high-quality":[66],"augmentation.":[69],"approach,":[72],"one-dimensional":[73],"(ID)":[74],"convolution":[75],"layers":[76,93],"were":[77,94],"used":[78],"by":[79,96,122],"extract":[83],"time":[84,111],"features":[85,145],"raw":[87,148],"signals,":[88],"ID":[90],"transposed":[91],"convolutional":[92],"adopted":[95],"synthesize":[100],"new":[101],"data.":[102],"The":[103,131],"quality":[104],"synthesized":[106,137],"was":[108],"analyzed":[109],"in":[110,116,158,192],"domain,":[112],"as":[114],"well":[115],"both":[117],"frequency":[118],"time-frequency":[120],"domains":[121],"using":[123],"Fast":[124],"Fourier":[125],"Transform":[126],"Continuous":[128],"Wavelet":[129],"Transform.":[130],"experimental":[132],"results":[133],"showed":[134],"that":[135],"have":[139],"very":[140],"similar":[141],"temporal":[142],"spectral":[144],"data,":[149],"confirmed":[151],"effectiveness":[153],"our":[155],"proposed":[156],"method":[157,181],"synthesizing":[159],"useable":[160],"from":[162],"limited":[163],"original":[164],"concise":[168],"structure":[169],"fewer":[171],"network":[172],"parameters.":[173],"This":[174],"work":[175],"provides":[176],"possible":[178],"deep":[179],"learning":[180],"lot":[188],"application":[190],"potentials":[191],"areas.":[194]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4375854305","counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2024-10-14T15:51:18.083252","created_date":"2023-05-10"}
