DocumentCode
697856
Title
A novel algorithm for calculating the singular value decomposition of a polynomial matrix
Author
Foster, Joanne ; McWhirter, John ; Chambers, Jonathon
Author_Institution
Dept. of Electron. & Electr. Eng., Adv. Signal Process. Group, Loughborough Univ., Loughborough, UK
fYear
2009
fDate
24-28 Aug. 2009
Firstpage
686
Lastpage
690
Abstract
A novel algorithm for calculating the singular value decomposition (SVD) of a polynomial matrix is proposed. The algorithm operates by iteratively calculating the QR decomposition (QRD) of the matrix to transform it to a diagonal polynomial matrix. Alternatively, this decomposition can be calculated using the polynomial matrix eigenvalue decomposition (EVD) routine known as the second-order sequential best rotation (SBR2) algorithm. However, this method does not operate directly on the polynomial matrix. Instead, it formulates the left and right singular vectors in turn, by calculating the EVD of two para-Hermitian matrices formed from the polynomial matrix. The advantage of the algorithm proposed in this paper, is that it does operate directly upon the polynomial matrix and can therefore allow significantly more control over the level of decomposition performed. The two approaches are compared by means of computer simulations which demonstrates that the method based on the polynomial matrix QRD algorithm is numerically superior.
Keywords
Hermitian matrices; iterative methods; polynomial matrices; singular value decomposition; EVD; QR decomposition; SBR2; SVD; diagonal polynomial matrix; eigenvalue decomposition; iterative calculation; left singular vectors; para-Hermitian matrices; right singular vectors; second-order sequential best rotation; singular value decomposition; Approximation algorithms; Delays; MIMO; Matrix decomposition; Polynomials; Signal processing algorithms; Convolutive mixing; MIMO channel equalisation; paraunitary matrix; polynomial matrix singular value decomposition;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference, 2009 17th European
Conference_Location
Glasgow
Print_ISBN
978-161-7388-76-7
Type
conf
Filename
7077428
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