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Polynomial Based Iteration Methods for Symmetric Linear Systems (German, Paperback, Softcover Reprint of the Original 1st 1996 ed.)
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Polynomial Based Iteration Methods for Symmetric Linear Systems (German, Paperback, Softcover Reprint of the Original 1st 1996 ed.)
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Any book on the solution of nonsingular systems of equations is
bound to start with Ax= J, but here, A is assumed to be symmetric.
These systems arise frequently in scientific computing, for
example, from the discretization by finite differences or by finite
elements of partial differential equations. Usually, the resulting
coefficient matrix A is large, but sparse. In many cases, the need
to store the matrix factors rules out the application of direct
solvers, such as Gaussian elimination in which case the only
alternative is to use iterative methods. A natural way to exploit
the sparsity structure of A is to design iterative schemes that
involve the coefficient matrix only in the form of matrix-vector
products. To achieve this goal, most iterative methods generate
iterates Xn by the simple rule Xn = Xo ] Qn-l(A)ro, where ro =
f-Axo denotes the initial residual and Qn-l is some polynomial of
degree n - 1. The idea behind such polynomial based iteration
methods is to choose Qn-l such that the scheme converges as fast as
possible.
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