DocumentCode
1373652
Title
An embedding approach to frequency-domain and subband adaptive filtering
Author
Merched, Ricardo ; Sayed, Ali H.
Author_Institution
Dept. of Electr. Eng., California Univ., Los Angeles, CA, USA
Volume
48
Issue
9
fYear
2000
fDate
9/1/2000 12:00:00 AM
Firstpage
2607
Lastpage
2619
Abstract
Frequency-domain and subband implementations improve the computational efficiency and the convergence rate of adaptive schemes. The well-known multidelay adaptive filter (MDF) belongs to this class of block adaptive structures and is a DFT-based algorithm. We develop adaptive structures that are based on the trigonometric transforms, discrete cosine transform (DCT) and discrete sine transform (DST), and on the discrete Hartley transform (DHT). As a result, these structures involve only real arithmetic and are attractive alternatives in cases where the traditional DFT-based scheme exhibits poor performance. The filters are derived by first presenting a derivation for the classical DFT based filter that allows us to pursue these extensions immediately. The approach used in this paper also provides further insights into subband adaptive filtering
Keywords
adaptive filters; adaptive signal processing; computational complexity; convergence of numerical methods; discrete Fourier transforms; discrete Hartley transforms; discrete cosine transforms; filtering theory; frequency-domain analysis; DCT; DFT based filter; DFT-based algorithm; DHT; DST; adaptive structures; block adaptive structures; computational complexity; computational efficiency; discrete Hartley transform; embedding approach; frequency-domain filtering; matrix; multidelay adaptive filter; real arithmetic; subband adaptive filtering; subband implementation; trigonometric transforms; Adaptive filters; Arithmetic; Computational efficiency; Convergence; Discrete cosine transforms; Discrete transforms; Echo cancellers; Frequency domain analysis; Signal processing; Signal processing algorithms;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/78.863066
Filename
863066
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