DocumentCode
1561636
Title
Modular and numerically stable multichannel FTF algorithms
Author
Slock, Dirk T M ; Chisci, L. ; Lev-Ari, Hanoch ; Kailath, Thomas
Author_Institution
Inf. Syst, Lab., Stanford Univ., CA, USA
fYear
1989
Firstpage
1039
Abstract
The authors present scalar implementations of multichannel fast recursive least squares algorithms in transversal filter form (so-called FTF). By processing the different channels sequentially, i.e one at a time, the processing of any channel reduces to that of the single-channel algorithm. This sequential processing decomposes the multichannel algorithm into a set of intertwined single-channel algorithms. Geometrically, this corresponds to a modified Gram-Schmidt orthogonalization of multichannel error vectors. Algebraically, this technique corresponds to matrix triangularization of multichannel error covariance matrices and converts matrix operations into a regular set of scalar operations. Algorithm structures that are amenable to VLSI implementation on arrays of parallel processors follow naturally from this approach. Numerically, the resulting algorithm benefits from the advantages of triangularization techniques in block processing. Stabilization techniques for control of numerical error propagation in the update recursions are incorporated
Keywords
adaptive filters; least squares approximations; VLSI implementation; block processing; fast recursive least squares algorithms; matrix operations; matrix triangularization; modified Gram-Schmidt orthogonalization; modular algorithms; multichannel FTF algorithms; multichannel error covariance matrices; multichannel error vectors; numerical error propagation control; numerically stable algorithms; parallel processor arrays; scalar operations; sequential processing; stabilisation techniques; transversal filter form; update recursions; Covariance matrix; Error correction; Finite impulse response filter; Information systems; Lattices; Resonance light scattering; Signal processing algorithms; Tiles; Transversal filters; Very large scale integration;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 1989. ICASSP-89., 1989 International Conference on
Conference_Location
Glasgow
ISSN
1520-6149
Type
conf
DOI
10.1109/ICASSP.1989.266609
Filename
266609
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