• DocumentCode
    3430935
  • Title

    Bit-level systolic algorithm for the symmetric eigenvalue problem

  • Author

    Delosme, Jean-Marc

  • Author_Institution
    Dept. of Electr. Eng., Yale Univ., New Haven, CT, USA
  • fYear
    1990
  • fDate
    5-7 Sep 1990
  • Firstpage
    770
  • Lastpage
    781
  • Abstract
    An arithmetic algorithm is presented which speeds up the parallel Jacobi method for the eigen-decomposition of real symmetric matrices. After analyzing the elementary mathematical operations in the Jacobi method (i.e. the evaluation and application of Jacobi rotations), the author devises arithmetic algorithms that effect these mathematical operations with few primitive operations (i.e. few shifts and adds) and enable the most efficient use of the parallel hardware. The matrices to which the plane Jacobi rotations are applied are decomposed into even and odd parts, enabling the application of the rotations from a single side and thus removing some sequentiality from the original method. The rotations are evaluated and applied in a fully concurrent fashion with the help of an implicit CORDIC algorithm. In addition, the CORDIC algorithm can perform rotations with variable resolution, which lead to a significant reduction in the total computation time
  • Keywords
    eigenvalues and eigenfunctions; matrix algebra; parallel algorithms; systolic arrays; eigen-decomposition; implicit CORDIC algorithm; parallel Jacobi method; plane Jacobi rotations; symmetric eigenvalue problem; symmetric matrices; variable resolution; Algorithm design and analysis; Arithmetic; Concurrent computing; Costs; Eigenvalues and eigenfunctions; Hardware; Jacobian matrices; Matrix decomposition; Singular value decomposition; Symmetric matrices;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Application Specific Array Processors, 1990. Proceedings of the International Conference on
  • Conference_Location
    Princeton, NJ
  • Print_ISBN
    0-8186-9089-5
  • Type

    conf

  • DOI
    10.1109/ASAP.1990.145511
  • Filename
    145511