DocumentCode :
698713
Title :
The influence of a single-tone sinusiod over hurst estimators
Author :
Baykut, Suleyman ; Ozkurt, Tolga Esat ; Erol, Melike ; Akgul, Tayfun
Author_Institution :
Depts. of Electron. & Commun. Eng., Istanbul Tech. Univ., Istanbul, Turkey
fYear :
2005
fDate :
4-8 Sept. 2005
Firstpage :
1
Lastpage :
4
Abstract :
Hurst parameter is a common measure of the degree of self-similarity. Its estimation is an important issue where numerous methods have been proposed in the past and is still being proposed. In particular, estimation becomes intricate when the data contains periodicity, trend, noise, etc. These factors considerably affect the accuracy of Hurst parameter estimators. In this paper, we focus on periodicity and explore the behavior of three estimation methods under additive periodic component. For comparison, we choose a time domain estimator, Higuchi´s Method, a frequency domain estimator, Wavelet Based Method and finally, a recently proposed, eigen domain estimator, Principal Component Analysis Based Method. We derive the analytical expressions for each of these estimators considering a 1/f signal with a single tone sinusoid buried into it. We also verify our results with simulations using a single tone sinusoid added to fractional Brownian motion (fBm) trace. We show that the magnitude and the frequency of the periodic component clearly affect the Hurst estimation.
Keywords :
frequency-domain analysis; principal component analysis; signal processing; time-domain analysis; wavelet transforms; Higuchi method; eigen domain estimator; frequency domain estimator; hurst parameter estimators; principal component analysis based method; single-tone sinusiod; time domain estimator; wavelet based method; Eigenvalues and eigenfunctions; Estimation; Filter banks; Principal component analysis; Signal to noise ratio; Wavelet coefficients;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Conference, 2005 13th European
Conference_Location :
Antalya
Print_ISBN :
978-160-4238-21-1
Type :
conf
Filename :
7078306
Link To Document :
بازگشت