• DocumentCode
    2846163
  • Title

    Parallel preconditioning technique based on AGM (Arithmetic-Geometric Mean) of eigenvalues without sequential substitution computation

  • Author

    Fujino, Seiji ; Somehara, Kazunori

  • Author_Institution
    Res. Inst. for Inf. Technol., Kyushu Univ., Fukuoka, Japan
  • fYear
    2009
  • fDate
    21-24 June 2009
  • Firstpage
    178
  • Lastpage
    183
  • Abstract
    We propose a new preconditioning technique: PAGME (preconditioning based on arithmetic-geometric mean) of eigenvalues suited to parallel computation. PAGME does not need sequential computation of forward and backward substitution. In general, these substitutions prevent from efficient parallelization. Therefore the speed of computation deteriorates greatly on parallel computers. In PAGME, however, computation of upper and lower triangular matrix and vector multiplication which can be computed in parallel mode replaces computation of forward and backward substitution included in incomplete factorization of matrix. Therefore, efficient computation on parallel computers can be realized based on the theoretical aspect. Through some numerical experiments, we verify efficiency and effectiveness of the preconditioned CG method with PAGME for some problems.
  • Keywords
    conjugate gradient methods; eigenvalues and eigenfunctions; mathematics computing; matrix decomposition; parallel processing; PAGME; arithmetic-geometric mean; conjugate gradient method; eigenvalues; matrix factorization; parallel computation; parallel computer; parallel preconditioning; preconditioned CG method; triangular matrix; vector multiplication; Arithmetic; Character generation; Concurrent computing; Eigenvalues and eigenfunctions; Equations; Iterative methods; Linear systems; Optical computing; Sparse matrices; Symmetric matrices; Arithmetic-Geometric Mean; Conjugate Gradient method; Eigenvalue; Parallelism; Preconditioning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    High Performance Computing & Simulation, 2009. HPCS '09. International Conference on
  • Conference_Location
    Leipzig
  • Print_ISBN
    978-1-4244-4906-4
  • Electronic_ISBN
    978-1-4244-4907-1
  • Type

    conf

  • DOI
    10.1109/HPCSIM.2009.5195325
  • Filename
    5195325