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BootCMatch: a software package for bootstrap AMG based on graph weighted matching

Articolo
Data di Pubblicazione:
2018
Abstract:
This paper has two main objectives: one is to describe some extensions of an adaptive Algebraic Multigrid (AMG) method of the form previously proposed by the first and third authors, and a second one is to present a new software framework, named BootCMatch, which implements all the components needed to build and apply the described adaptive AMG both as stand-alone solver and as preconditioner in a Krylov method. The adaptive AMG presented is meant to handle general symmetric and positive definite (SPD) sparse linear systems, without assuming any a priori information of the problem and its origin; the goal of adaptivity is to achieve a method with a prescribed convergence rate. The presented method exploits a general coarsening process based on aggregation of unknowns, obtained by a maximum weight matching in the adjacency graph of the system matrix. More specifically, a maximum product matching is employed to define an effective smoother subspace (complementary to the coarse space), a process referred to as compatible relaxation, at every level of the recursive two-level hierarchical AMG process. Results on a large variety of test cases and comparisons with related work demonstrate the reliability and efficiency of the method and of the software.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Algebraic Multigrid; Preconditioner; Iterative Solver; Graph Matching
Elenco autori:
D'Ambra, Pasqua
Autori di Ateneo:
D'AMBRA PASQUA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/341121
Pubblicato in:
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE
Journal
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URL

https://dl.acm.org/doi/10.1145/3190647
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