Elimination of EMG Artifacts From EEG Signal in Sleep Staging

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dc.contributor.authorOzsen, Seral
dc.contributor.authorYucelbas, Cuneyt
dc.contributor.authorYucelbas, Sule
dc.contributor.authorTezel, Gulay
dc.contributor.authorYosunkaya, Sebnem
dc.contributor.authorKuccukturk, Serkan
dc.date.accessioned2024-02-23T14:45:04Z
dc.date.available2024-02-23T14:45:04Z
dc.date.issued2016
dc.departmentNEÜen_US
dc.description24th Signal Processing and Communication Application Conference (SIU) -- MAY 16-19, 2016 -- Zonguldak, TURKEYen_US
dc.description.abstractSleep staging is a tiring and time-consuming process for the experts. Thus, attention given to automatic sleep staging studies is increasing gradually. Many factors such as effects of EOG and EKG signals to EEG result in contaminated signals rather than clear recorded signals. EMG contamination to EEG is among that kind of factors. In this study, some filters and Discrete Wavelet Transform based EMG artifact elimination process were evaluated on the performance of sleep staging process. Features were extracted from cleaned EEG signals and subjected to a classifier to conduct sleep staging. By using test classification accuracy as a measure of performance, the method giving highest accuracy was tried to be found. Artificial Neural Networks was used in the applications and Discrete Wavelet Transform was found to be the method giving the highest accuracy.en_US
dc.description.sponsorshipIEEE,Bulent Ecevit Univ, Dept Elect & Elect Engn,Bulent Ecevit Univ, Dept Biomed Engn,Bulent Ecevit Univ, Dept Comp Engnen_US
dc.identifier.endpage1348en_US
dc.identifier.isbn978-1-5090-1679-2
dc.identifier.startpage1345en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12452/17247
dc.identifier.wosWOS:000391250900313en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.language.isotren_US
dc.publisherIEEEen_US
dc.relation.ispartof2016 24th Signal Processing And Communication Application Conference (Siu)en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectSleep Stagingen_US
dc.subjectEegen_US
dc.subjectEmgen_US
dc.subjectArtifact Removingen_US
dc.subjectFilteringen_US
dc.titleElimination of EMG Artifacts From EEG Signal in Sleep Stagingen_US
dc.typeConference Objecten_US

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