• DocumentCode
    1826969
  • Title

    An algorithm transformation approach to CORDIC based parallel singular value decompositions architectures

  • Author

    Ma, Jun ; Parhi, Keshab K. ; Deprettere, Ed F.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Minnesota Univ., Minneapolis, MN, USA
  • Volume
    2
  • fYear
    1999
  • fDate
    24-27 Oct. 1999
  • Firstpage
    1401
  • Abstract
    Singular value decomposition (SVD) has become a standard linear algebra tool in modern digital signal processing. CORDIC based SVD algorithms are among the most popular SVD algorithms which exhibit good numerical properties. The speed of the sequential algorithms is however limited by the recursive feedback loops in the underlying signal flow graph. The critical loop computation time is proportional to the size of the problem which prohibits pipelined processing. This paper addresses the derivation of parallel architectures for SVD updating algorithms. An algorithm transformation approach based on re-timing and matrix associativity is presented to drive parallel SVD updating architectures. These architectures have critical loop computation time independent of the problem size and are suitable for CORDIC arithmetic based VLSI implementations.
  • Keywords
    VLSI; digital arithmetic; digital signal processing chips; parallel algorithms; parallel architectures; signal flow graphs; singular value decomposition; CORDIC arithmetic; SVD updating algorithms; VLSI implementations; algorithm transformation; critical loop computation time; digital signal processing; linear algebra tool; matrix associativity; numerical properties; parallel SVD architectures; parallel singular value decompositions architectures; re-timing; recursive feedback loops; sequential algorithms; signal flow graph; Arithmetic; Computer architecture; Digital signal processing; Feedback loop; Flow graphs; Linear algebra; Parallel architectures; Signal processing algorithms; Singular value decomposition; Very large scale integration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems, and Computers, 1999. Conference Record of the Thirty-Third Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA, USA
  • ISSN
    1058-6393
  • Print_ISBN
    0-7803-5700-0
  • Type

    conf

  • DOI
    10.1109/ACSSC.1999.831936
  • Filename
    831936