Augmented GMRES-type methods
Date of Original Version
GMRES is a popular iterative method for the solution of large linear systems of equations with a square non-symmetric matrix. The method generates a Krylov subspace in which an approximate solution is determined. We present modifications of the GMRES and the closely related RRGMRES methods that allow augmentation of the Krylov subspaces generated by these methods by a user-supplied subspace. We choose this subspace to enable the representation of certain known non-smooth features of the desired solution, such as jumps, or to make it possible to represent certain smooth functions, such as constants or linear functions. The latter choice of augmenting subspace appears to be new. Applications to the solution of both well-posed and ill-posed problems are presented. Copyright © 2007 John Wiley & Sons, Ltd.
Numerical Linear Algebra with Applications
Baglama, James, and Lothar Reichel. "Augmented GMRES-type methods." Numerical Linear Algebra with Applications 14, 4 (2007): 337-350. doi:10.1002/nla.518.