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JOURNALS // Preprints of the Keldysh Institute of Applied Mathematics // Archive

Keldysh Institute preprints, 2018 008, 28 pp. (Mi ipmp2369)

This article is cited in 10 papers

MPI+OpenMP parallel implementation of explicitly preconditioned conjugate gradient method

I. E. Kaporin, O. Yu. Milyukova


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.

DOI: 10.20948/prepr-2018-8



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© Steklov Math. Inst. of RAS, 2026