The main goal of this work is to compare two preconditioners used for the resolution of a sequence of linear systems with a constant symmetric positive definite matrix and multiple right-hand sides. The first preconditioner is built on the spectral information of the matrix of the system and the second one is built on limited-memory quasi-Newton formulas. We first describe the methods used to construct these preconditioners. We then present a theoretical study of the two preconditioners. We finally propose a set of numerical experiments that we analyze in details and we compare the relative performance of the two preconditioners.
Comparaison d'un préconditionneur spectral et d'un préconditionneur de type quasi-Newton à mémoire limitée pour la résolution de systèmes linéaires à seconds membres variables.
Beauthier, C. (Author). 2004
Student thesis: Master types › Master in Mathematics