Conjugate gradient method for dual-dual mixed formulation

Gabriel N. Gatica, Norbert Heuer
Math. Comp. 71 (240), 1455-1472, 2002.

We deal with the iterative solution of linear systems arising from so-called dual-dual mixed finite element formulations. The linear systems are of a two-fold saddle point structure; they are indefinite and ill-conditioned. We define a special inner product that makes matrices of the two-fold saddle point structure, after a specific transformation, symmetric and positive definite. Therefore, the conjugate gradient method with this special inner product can be used as iterative solver. For a model problem, we prove that simple scalings lead to a solution procedure which requires O(h^{-1}) iterations. Here, h is the mesh size of the underlying dual-dual mixed method. Moreover, we propose a preconditioner which leads to a bounded number of iterations. Numerical experiments for our model problem confirming the theoretical results are also reported.