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KIAM Preprint № 8, Moscow, 2018
Authors: Kaporin I.E., Milyukova O. Y.
MPI+OpenMP parallel implementation of explicitly preconditioned conjugate gradient method
Abstract:
A preconditioner for large sparse symmetric positive definite coefficient matrix is considered based on its approximate inverse in the form of product of a lower triangular sparse matrix by its transpose. A parallel algorithm for the construction and application of the preconditioner is proposed with the use of MPI+OpenMP techniques. Comparative timing results for the MPI+OpenMP and MPI implementations of the considered preconditioning and the Jacobi preconditioning used with the conjugate gradient method for a model problem and the University of Florida collection test problems is presented.
Keywords:
iterative solution of linear systems, sparse matrices, incomplete inverse triangular factorization, parallel preconditioning, conjugate gradient method
Publication language: russian,  pages: 28
Research direction:
Programming, parallel computing, multimedia
Russian source text:
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About authors:
  • Kaporin Igor Evgenevich,  igorkaporin@mail.ru,  Вычислительный центр им. А.А. Дородницына ФИЦ ИУ РАН
  • Milyukova Olga Yurievna,  olgamilyukova@mail.ruorcid.org/0000-0001-7887-8700KIAM RAS