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Numerical Linear Algebra with Applications
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Algebraic analysis of aggregation-based multigrid

Algebraic analysis of aggregation-based multigrid.
Authors: Napov, Artem; Notay, Yvan;

Algebraic analysis of aggregation-based multigrid

Abstract

Numerical solution of a system \(Ax=b\) is considered, where \(A\) is large, sparse, symmetric and positive definite. A two-grid scheme using an agglomeration of unknowns into pairwise disjoint sets is studied. In spite of the classical multigrid theory, the numbers of pre- and post-smoothing steps can be different. The quantity \(\mu _X\) in the convergence factor \(1-1/\mu _X\) can be bounded by a product of two parameters, \(\mu _X\leq q\cdot \mu _D\), where \(q\) depends only on a smoother and the approximation property constant \(\mu _D\) depends only on a prolongation matrix \(P\). Moreover, the constant \(\mu _D\) is not greater than the maximum of locally computable (for every aggregate) quantities \(\mu _D^{(k)}\) which can be easily estimated e.g., for problems with a regular grid and piecewise constant coefficients and with \(A\) diagonally dominant. The choice of \(P\) leading to the minimal values of \(\mu _D^{(k)}\) is indicated: the eigenvectors of modified diagonal blocks of \(A\) corresponding to their smallest eigenvalues should be chosen as the nonzero parts of columns of \(P\). As an example, the equation with anisotropic Laplacian on a rectangular grid is studied. The conditions are specified, under which line-wise aggregates are more advantageous than box-wise aggregates.

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Belgium
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Keywords

large, sparse, symmetric and positive definite, anisotropic Laplacian, Iterative numerical methods for linear systems, Multigrid methods; domain decomposition for boundary value problems involving PDEs, Laplace operator, Helmholtz equation (reduced wave equation), Poisson equation, algebraic multigrid, Numerical solution of discretized equations for boundary value problems involving PDEs, Stability and convergence of numerical methods for boundary value problems involving PDEs, Sciences de l'ingénieur, convergence analysis, Computational methods for sparse matrices, Preconditioners for iterative methods, two-grid method

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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!
33
Top 10%
Top 10%
Top 10%
Green