Ha. Vandervorst et Tf. Chan, PARALLEL PRECONDITIONING FOR SPARSE LINEAR-EQUATIONS, Zeitschrift fur angewandte Mathematik und Mechanik, 76, 1996, pp. 167-170
A popular class of preconditioners is known as incomplete factorizatio
ns. They can be thought of as approximating the exact LU factorization
of a given matrix A (e.g. computed via Gaussian elimination) by disal
lowing certain fill-ins. As opposed to other PDE-based preconditioners
such as multigrid and domain decomposition, this class of preconditio
ners are primarily algebraic in nature and can in principle be applied
to any sparse matrices. In this paper we will discuss some new viewpo
ints for the construction of effective preconditioners. In particular,
we will discuss parallelization aspects, including re-ordering, serie
s expansion and domain decomposition techniques. Generally, this class
of preconditioner does not possess a high degree of parallelism in it
s original form. Re-ordering and approximations by truncating certain
series expansion will increase the parallelism, but usually with a det
erioration in convergence rate. Domain decomposition offers a compromi
se.