• 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