DocumentCode
2128329
Title
A new QRD-based block adaptive algorithm
Author
Bhouri, M. ; Bonnet, M. ; Mboup, M.
Author_Institution
Univ. Rene Descartes, Paris, France
Volume
3
fYear
1998
fDate
12-15 May 1998
Firstpage
1497
Abstract
In this paper we present a new robust adaptive algorithm. It is derived from the standard QR decomposition based RLS (QRD-RLS) algorithm by introducing a non-orthogonal transform into the update recursion. Instead of updating an upper triangular matrix, as it is the case for the QRD-RLS, we adapt an upper triangular block diagonal matrix. The complexity of the algorithm, thus obtained, varies from O(N2) to O(N) when the size of the diagonal blocks decreases. Simulations of the new algorithm have shown a better robustness than the standard QRD-based algorithm in the context of multichannel adaptive filtering with highly inter-correlated channels
Keywords
adaptive estimation; adaptive filters; adaptive signal processing; computational complexity; filtering theory; least squares approximations; matrix decomposition; parameter estimation; QR decomposition; QRD-RLS algorithm; QRD-based block adaptive algorithm; complexity; highly inter-correlated channels; multichannel adaptive filtering; non-orthogonal transform; robust adaptive algorithm; update recursion; upper triangular block diagonal matrix; Adaptive algorithm; Adaptive filters; Context modeling; Convergence; Filtering algorithms; Least squares methods; Matrix decomposition; Resonance light scattering; Robustness; Very large scale integration;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location
Seattle, WA
ISSN
1520-6149
Print_ISBN
0-7803-4428-6
Type
conf
DOI
10.1109/ICASSP.1998.681733
Filename
681733
Link To Document