Linear systems of the form Ax = b, where the matrix A is symmetric and posi
tive definite, often arise from the discretization of elliptic partial diff
erential Equations. A very successful method for solving these linear syste
ms is the preconditioned conjugate gradient method. In this paper, we study
parallel preconditioners for the conjugate gradient method based on the bl
ock two-stage iterative methods. Sufficient conditions for the validity of
these preconditioners are given. Computational results of these preconditio
ned conjugate gradient methods on two parallel computing systems are presen
ted. (C) 2001 Elsevier Science Ltd. All rights reserved.