Elimination of EMG artifacts from EEG signal in sleep staging [Uyku evrelemede EMG Gürültülerinin EEG Sinyalinden Elenmesi]

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dc.contributor.authorOzsen S.
dc.contributor.authorYucelbas C.
dc.contributor.authorYucelbas S.
dc.contributor.authorTezel G.
dc.contributor.authorYosunkaya S.
dc.contributor.authorKuccukturk S.
dc.date.accessioned2020-03-26T19:31:53Z
dc.date.available2020-03-26T19:31:53Z
dc.date.issued2016
dc.departmentSelçuk Üniversitesien_US
dc.description24th Signal Processing and Communication Application Conference, SIU 2016 -- 16 May 2016 through 19 May 2016 -- 122605en_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. © 2016 IEEE.en_US
dc.identifier.doi10.1109/SIU.2016.7495997en_US
dc.identifier.endpage1348en_US
dc.identifier.isbn9.78151E+12
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage1345en_US
dc.identifier.urihttps://dx.doi.org/10.1109/SIU.2016.7495997
dc.identifier.urihttps://hdl.handle.net/20.500.12395/34223
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartof2016 24th Signal Processing and Communication Application Conference, SIU 2016 - Proceedingsen_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectArtifact removingen_US
dc.subjectEEGen_US
dc.subjectEMGen_US
dc.subjectfilteringen_US
dc.subjectSleep stagingen_US
dc.titleElimination of EMG artifacts from EEG signal in sleep staging [Uyku evrelemede EMG Gürültülerinin EEG Sinyalinden Elenmesi]en_US
dc.typeConference Objecten_US

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