• DocumentCode
    887083
  • Title

    A systolic accelerator for the iterative solution of sparse linear systems

  • Author

    Melham, R.

  • Author_Institution
    Dept. of Comput. Sci., Pittsburgh Univ., PA
  • Volume
    38
  • Issue
    11
  • fYear
    1989
  • fDate
    11/1/1989 12:00:00 AM
  • Firstpage
    1591
  • Lastpage
    1595
  • Abstract
    The idea of grouping the nonzero elements of a sparse matrix into a few stripes that are almost parallel is applied to the design of a systolic accelerator for sparse matrix operations. This accelerator is then integrated into a complete systolic system for the solution of large sparse linear systems of equations. The design demonstrates that the application of systolic arrays is not limited to regular computations, and that computationally irregular problems can be solved on systolic networks if local storage is provided in each systolic cell for buffering the irregularity in the data movement and for absorbing the irregularity in the computation
  • Keywords
    cellular arrays; iterative methods; matrix algebra; parallel processing; special purpose computers; buffering; computationally irregular problems; data movement; iterative solution; nonzero elements; preconditioned conjugate gradient; sparse linear systems; sparse matrix; stripe structures; systolic accelerator; systolic arrays; systolic networks; Acceleration; Computer networks; Feedback; Finite element methods; Iterative methods; Linear accelerators; Linear systems; Sparse matrices; Systolic arrays; Vectors;
  • fLanguage
    English
  • Journal_Title
    Computers, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9340
  • Type

    jour

  • DOI
    10.1109/12.42132
  • Filename
    42132