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SIAM Journal on Scientific Computing
Article . 1993 . Peer-reviewed
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Performance Enhancements and Parallel Algorithms for Two Multilevel Preconditioners

Performance enhancement and parallel algorithms for two multilevel preconditioners
Authors: Elman, H. C.; Guo, Xian-Zhong;

Performance Enhancements and Parallel Algorithms for Two Multilevel Preconditioners

Abstract

The solution of a linear algebraic system with symmetric and positive definite matrix is considered for implementation of the preconditioned conjugate gradient method. Such a system arises as a discretization result of model elliptic partial differential equations. Two multilevel preconditioners are applied to avoid the heavy expenses of the direct solution of a linear system, namely the hierarchical basis (HB) preconditioner [cf. \textit{M. E. G. Tong}, Hierarchical basis preconditioners for second order elliptic problems in three dimensions, Ph.D. thesis, Univ. of Washington, Seattle (1989)], and the Bramble- Pasciak-Xu (BPX) multilevel preconditioner [\textit{cf. J. H. Bramble, J. E. Pasciak, J. Xu}, Math. Comput. 55, No. 191, 1-22 (1990; Zbl 0703.65076)]. The main idea is to choose the initial grid according to properties of the underlying operator coefficients. The parallel algorithm for BPX requires \(O(j)\) parallel steps for problems with \(j\) levels of the hierarchical basis, and the parallel algorithm for the HP preconditioner requires \(O([\log_ 2j])\) parallel steps. Numerical results on a Connection Machine are reported on.

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Keywords

Finite difference methods for boundary value problems involving PDEs, Iterative numerical methods for linear systems, hierarchical basis, Multigrid methods; domain decomposition for boundary value problems involving PDEs, preconditioned conjugate gradient method, Boundary value problems for second-order elliptic equations, parallel algorithm, Numerical computation of matrix norms, conditioning, scaling, Numerical results, Parallel numerical computation, multilevel preconditioners

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
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