• DocumentCode
    1869091
  • Title

    Solving the SVD updating problem for subspace tracking on a fixed sized linear array of processors

  • Author

    Sengupta, Chaitali ; Cavalaro, J.R. ; Aazhang, Behnaam

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
  • Volume
    5
  • fYear
    1997
  • fDate
    21-24 Apr 1997
  • Firstpage
    4137
  • Abstract
    This paper addresses the problem of tracking the covariance matrix eigenstructure, based on SVD (singular value decomposition) updating, of a time-varying data matrix formed from the received vectors. This problem occurs frequently in signal processing applications such as adaptive beamforming, direction finding, spectral estimation, etc. As this problem needs to be solved in real time, it is natural to look for a parallel algorithm so that computation time can be reduced by distributing the work among a number of processing units. This paper proposes a parallel scheme for SVD updating that can be implemented on a fixed sized array of off-the-shelf processors, to get speedups close to the number of processors used
  • Keywords
    adaptive signal processing; array signal processing; computational complexity; direction-of-arrival estimation; eigenstructure assignment; matrix algebra; parallel algorithms; singular value decomposition; spectral analysis; SVD updating problem; adaptive beamforming; computation time reduction; covariance matrix eigenstructure; direction finding; fixed sized array; fixed sized linear array; off the shelf processors; parallel algorithm; processing units; processor array; real time solution; received vectors; signal processing applications; singular value decomposition; spectral estimation; speedups; subspace tracking; time-varying data matrix; Array signal processing; Concurrent computing; Covariance matrix; Direction of arrival estimation; Distributed computing; Eigenvalues and eigenfunctions; Matrix decomposition; Parallel algorithms; Signal processing algorithms; Singular value decomposition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
  • Conference_Location
    Munich
  • ISSN
    1520-6149
  • Print_ISBN
    0-8186-7919-0
  • Type

    conf

  • DOI
    10.1109/ICASSP.1997.604857
  • Filename
    604857