DocumentCode :
3167219
Title :
A systolic rank revealing QR algorithm
Author :
Lorenzelli, F. ; Yao, K. ; Chan, T.F. ; Hansen, P.C.
Author_Institution :
Dept. of Electr. Eng., California Univ., Los Angeles, CA, USA
fYear :
1992
fDate :
4-7 Aug 1992
Firstpage :
430
Lastpage :
444
Abstract :
In many fields of signal and image processing control, and telecommunication there is much interest today in the numerical techniques offered by linear algebra. The singular value decomposition (SVD) is one of the techniques which have proven useful in many engineering applications, but unfortunately its computation is a costly procedure. The QR factorization (QRF) requires much less computational effort, but rank and null-space estimates are not necessarily reliable. This paper presents a version of rank revealing QR (RRQR) algorithm which is suited for implementation on a VLSI systolic array. The implementation of the RRQRF requires n(n+1)/2 processors and O(n) external buffers, for a problem of order n. The execution time for the algorithm is O(nr), where r is A´s numerical rank
Keywords :
VLSI; linear algebra; systolic arrays; QR factorization; VLSI systolic array; linear algebra; rank revealing; singular value decomposition; systolic rank revealing QR algorithm; Image processing; Linear algebra; Process control; Reliability engineering; Signal processing; Singular value decomposition; Systolic arrays; Telecommunication computing; Telecommunication control; Very large scale integration;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Application Specific Array Processors, 1992. Proceedings of the International Conference on
Conference_Location :
Berkeley, CA
ISSN :
1063-6862
Print_ISBN :
0-8186-2967-3
Type :
conf
DOI :
10.1109/ASAP.1992.218554
Filename :
218554
Link To Document :
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