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