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Comparative analysis of time-frequency methods estimating the time-varying microstructure of sleep EEG spindles

Zervakis Michalis, Paparrigopoulos, T, H. Tsekou, Sakkalis, Vangelis, Golemati, S

Απλή Εγγραφή


URIhttp://purl.tuc.gr/dl/dias/FE586237-689D-4D4F-8B19-516C33D5A023-
Αναγνωριστικόhttp://www.researchgate.net/profile/Vangelis_Sakkalis/publication/224163305_Comparative_analysis_of_time-frequency_methods_estimating_the_time-varying_microstructure_of_sleep_EEG_spindles/links/0fcfd50c74d6cb7439000000.pdf-
Γλώσσαen-
Μέγεθος5 pagesen
ΤίτλοςComparative analysis of time-frequency methods estimating the time-varying microstructure of sleep EEG spindlesen
ΔημιουργόςZervakis Michalisen
ΔημιουργόςΖερβακης Μιχαληςel
ΔημιουργόςPaparrigopoulos, Ten
ΔημιουργόςH. Tsekouen
ΔημιουργόςSakkalis, Vangelisen
ΔημιουργόςGolemati, Sen
ΠερίληψηParameter estimation for an assumed sleep EEG spindle model (AM-FM signal) is performed by using four time-frequency analysis methods. Results from simulated as well as from real data are presented. In simulated data, the Hilbert Transform-based method has the lowest average percentage error but produces considerable signal distortion. The Complex Demodulation and the Matching Pursuit-based methods have error rates below 10%, but the Matching Pursuit-based method produces considerable signal distortion as well. The Wavelet Transform-based method has the poorest performance. In real data, all methods produce reasonable parameter values. However, the Hilbert Transform and the Matching Pursuit- based methods may not be applicable for sleep spindles shorter than about 0.8 sec. Matching Pursuit-based curve fitting is utilized as part of the parameter estimation process.en
ΤύποςΠλήρης Δημοσίευση σε Συνέδριοel
ΤύποςConference Full Paperen
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-10-23-
Ημερομηνία Δημοσίευσης2006-
Θεματική ΚατηγορίαBiomedicineen
Βιβλιογραφική Αναφοράen

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