Comparison of some spectral analysis methods in detection of sleep spindles using YSA [Uyku I?ci?i Tespitinde Bazi Spektral Analiz Yöntemlerinin YSA kullanilarak Karşilaştirilmasi]

dc.contributor.authorOzsen S.
dc.contributor.authorDursun M.
dc.contributor.authorYosunkaya S.
dc.date.accessioned2020-03-26T19:08:03Z
dc.date.available2020-03-26T19:08:03Z
dc.date.issued2015
dc.departmentSelçuk Üniversitesien_US
dc.description2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 -- 16 May 2015 through 19 May 2015 -- 113052en_US
dc.description.abstractSleep spindle is a very determinant factor for detection of Non-REM2 stage in sleep staging studies. When it is considered that about half of the sleep consists of Non-REM2 stage, the importance of automatic sleep spindle detection stands out. In this study, three different spectral analysis method- FFT, Welch and AR have been used to estimate the frequency spectrum of sleep EEG signal and feature extraction from this spectrum has been realized. Obtained features have been used in ANN to classify EEG epochs as epochs with spindle and epochs without spindle. It has been observed that least classification error was obtained with FFT as 15.16%. © 2015 IEEE.en_US
dc.identifier.doi10.1109/SIU.2015.7129904en_US
dc.identifier.endpage639en_US
dc.identifier.isbn9.78147E+12
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage636en_US
dc.identifier.urihttps://dx.doi.org/10.1109/SIU.2015.7129904
dc.identifier.urihttps://hdl.handle.net/20.500.12395/32765
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartof2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedingsen_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectANNen_US
dc.subjectFften_US
dc.subjectSleep spindle classificationen_US
dc.subjectWelchen_US
dc.subjectYule-ARen_US
dc.titleComparison of some spectral analysis methods in detection of sleep spindles using YSA [Uyku I?ci?i Tespitinde Bazi Spektral Analiz Yöntemlerinin YSA kullanilarak Karşilaştirilmasi]en_US
dc.typeConference Objecten_US

Dosyalar