DocumentCode :
431888
Title :
Partial update subband implementation of complex pseudo-affine projection algorithm on oversampled filterbanks
Author :
Sheikhzadeh, Hamid ; Whyte, Kevin R L ; Brennan, Robert L.
Author_Institution :
AMI Semicond. Canada Co., Waterloo, Ont., Canada
Volume :
4
fYear :
2005
fDate :
18-23 March 2005
Abstract :
Fast adaptive algorithms targeted for low-resource implementation on oversampled filterbanks are discussed. First, simplifications to the pseudo-affine projection (PAP) are proposed that decrease the computation cost without degrading the performance. Next, the sequential update PAP algorithm is proposed to further decrease the computational complexity. It is shown that, unlike the partial update fast affine projection, increasing the decimation rate of the partial update algorithm does not lead to more aliasing in the sequential update PAP. Moreover, it is experimentally observed that with proper regularization or step-size scaling, the convergence rate of the sequential PAP is identical for various decimation factors of the partial update. The proposed methods are implemented and evaluated on a low-resource oversampled filterbank platform.
Keywords :
adaptive estimation; adaptive filters; channel bank filters; sequential estimation; signal sampling; complex pseudo-affine projection algorithm; decimation rate; decreased computational complexity; fast adaptive algorithms; low-resource implementation; oversampled filterbanks; partial update subband implementation; regularization; sequential update PAP algorithm; step-size scaling; Adaptive filters; Ambient intelligence; Autocorrelation; Computational complexity; Computational efficiency; Convergence; Degradation; Gaussian processes; Projection algorithms; Time domain analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-8874-7
Type :
conf
DOI :
10.1109/ICASSP.2005.1416023
Filename :
1416023
Link To Document :
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