DocumentCode
794743
Title
The wavelet transform-domain LMS adaptive filter with partial subband-coefficient updating
Author
Attallah, Samir
Author_Institution
Electr. & Comput. Eng. Dept., Nat. Univ. of Singapore
Volume
53
Issue
1
fYear
2006
Firstpage
8
Lastpage
12
Abstract
In this paper, we propose and analyze the wavelet transform-domain LMS (WTDLMS) algorithm where only a subset of the adaptive filter coefficients are updated at each iteration. The use of wavelets or subband filterbanks can lead to several novel schemes whose combinations can lead to other sub-schemes as well. In the proposed scheme, the coefficients can be selected altogether as a block and not just individually as done earlier in the literature. This algorithm is then tested in the context of system identification and equalization
Keywords
adaptive filters; channel bank filters; least mean squares methods; wavelet transforms; LMS adaptive filter; computational complexity; least mean square; partial subband-coefficient updating; subband filterbanks; wavelet transform-domain; Adaptive filters; Computational complexity; Convergence; Discrete Fourier transforms; Discrete cosine transforms; Discrete wavelet transforms; Eigenvalues and eigenfunctions; Fourier transforms; Least squares approximation; Stability; Computational complexity; partial update; wavelet transform-domain LMS (WTDLMS);
fLanguage
English
Journal_Title
Circuits and Systems II: Express Briefs, IEEE Transactions on
Publisher
ieee
ISSN
1549-7747
Type
jour
DOI
10.1109/TCSII.2005.855042
Filename
1576915
Link To Document