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Deflated Iterative Methods for Linear Equations with Multiple Right-Hand Sides

Mathematical Physics 2007-07-05 v1 High Energy Physics - Lattice math.MP

Abstract

A new approach is discussed for solving large nonsymmetric systems of linear equations with multiple right-hand sides. The first system is solved with a deflated GMRES method that generates eigenvector information at the same time that the linear equations are solved. Subsequent systems are solved by combining restarted GMRES with a projection over the previously determined eigenvectors. This approach offers an alternative to block methods, and it can also be combined with a block method. It is useful when there are a limited number of small eigenvalues that slow the convergence. An example is given showing significant improvement for a problem from quantum chromodynamics. The second and subsequent right-hand sides are solved much quicker than without the deflation. This new approach is relatively simple to implement and is very efficient compared to other deflation methods.

Keywords

Cite

@article{arxiv.0707.0505,
  title  = {Deflated Iterative Methods for Linear Equations with Multiple Right-Hand Sides},
  author = {Ronald B. Morgan and Walter Wilcox},
  journal= {arXiv preprint arXiv:0707.0505},
  year   = {2007}
}

Comments

13 pages, 5 figures

R2 v1 2026-06-21T08:54:53.877Z