• DocumentCode
    3704242
  • Title

    A New Fill-in Strategy for IC Factorization Preconditioning Considering SIMD Instructions

  • Author

    Takeshi Iwashita;Naokazu Takemura;Akihiro Ida;Hiroshi Nakashima

  • Author_Institution
    Inf. Initiative Center, Hokkaido Univ., Sapporo, Japan
  • Volume
    3
  • fYear
    2015
  • Firstpage
    37
  • Lastpage
    44
  • Abstract
    Most of current processors are equipped with single instruction multiple data (SIMD) instructions that are used to increase the performance of application programs. In this paper, we analyze the effective use of SIMD instructions in the Incomplete Cholesky (IC) preconditioned Conjugate Gradient (CG) solver, which we employ in a variety of simulations. A new fill-in strategy in the IC factorization is proposed for the SIMD vectorization of the preconditioning step and to increase the convergence rate. Our numerical results confirm that the proposed method has better solver performance than the conventional IC(0)-CG method.
  • Keywords
    "Sparse matrices","Integrated circuits","Matrices","Program processors","Convergence","Kernel","Parallel processing"
  • Publisher
    ieee
  • Conference_Titel
    Trustcom/BigDataSE/ISPA, 2015 IEEE
  • Type

    conf

  • DOI
    10.1109/Trustcom.2015.610
  • Filename
    7345626