DocumentCode :
353640
Title :
Convergence analysis of the delayless subband adaptive filter based on the frequency domain expression
Author :
Miyagi, Shigeyuki ; Sakai, Hideaki
Author_Institution :
Dept. of Syst. Sci., Kyoto Univ., Japan
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
368
Abstract :
The upper limit of the step size and the variance of error signal for a two-band delayless subband adaptive filter are theoretically evaluated in the frequency domain. The averaging method and the ordinary differential equation (ODE) method are used for this purpose. It is shown that the calculated result of upper limit of the step size has a similar form of that of the fullband LMS adaptive filter. In the ODE analysis, not only the convergence condition for the adaptive filter but also the variance of the error signal can be derived. The proposed method is also applied to a half-band delayless subband adaptive filter. We demonstrate that these theoretical results give good approximations for simulation results
Keywords :
adaptive filters; adaptive signal processing; convergence of numerical methods; differential equations; filtering theory; frequency-domain analysis; ODE analysis; approximations; averaging method; convergence analysis; error signal variance; frequency domain expression; fullband LMS adaptive filter; half-band delayless subband adaptive filter; ordinary differential equation; simulation results; stability condition; step size; two-band delayless subband adaptive filter; upper limit; Adaptive filters; Aging; Convergence; Delay; Differential equations; Discrete Fourier transforms; Frequency domain analysis; Informatics; Least squares approximation; Wiener filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
ISSN :
1520-6149
Print_ISBN :
0-7803-6293-4
Type :
conf
DOI :
10.1109/ICASSP.2000.861978
Filename :
861978
Link To Document :
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