Conjugate Gradient-Type Methods for Linear Systems with Complex Symmetric Coefficient Matrices
Author:
- Roland W. FreundRFRoland W. Freund
- 1 January 1992
- journal article
- Published by Society for Industrial & Applied Mathematics (SIAM) in SIAM Journal on Scientific and Statistical Computing
- Vol. 13 (1) , 425-448
Abstract
Conjugate gradient-type methods for the solution of large sparse linear systems $Ax = b$ with complex symmetric coefficient matrices $A = A^T $ are considered. Such linear systems arise in important applications, such as the numerical solution of the complex Helmholtz equation. Furthermore, most complex non-Hermitian linear systems which occur in practice are actually complex symmetric. Conjugate gradient-type iterations which are based on a variant of the nonsymmetric Lanczos algorithm for complex symmetric matrices are investigated. In particular, a new approach with iterates defined by a quasi-minimal residual property is proposed. The resulting algorithm presents several advantages over the standard biconjugate gradient method. Some remarks are also included on the obvious approach to general complex linear systems by solving equivalent real linear systems for the real and imaginary parts of x. Finally, numerical experiments for linear systems arising from the complex Helmholtz equation are reported.
Keywords
This publication has 27 references indexed in Scilit:
- The nonsymmetric Lanczos algorithm and controllabilitySystems & Control Letters, 1991
- Orthogonal Error MethodsSIAM Journal on Numerical Analysis, 1987
- Necessary and Sufficient Conditions for the Existence of a Conjugate Gradient MethodSIAM Journal on Numerical Analysis, 1984
- Variational Iterative Methods for Nonsymmetric Systems of Linear EquationsSIAM Journal on Numerical Analysis, 1983
- An iterative method for the Helmholtz equationJournal of Computational Physics, 1983
- Some observations on the generalized conjugate gradient method1983
- Polynômes Orthogonaux Formels —1983
- Methods for eddy current computation in three dimensionsIEEE Transactions on Magnetics, 1982
- Conjugate gradient methods for indefinite systems1976
- Complex symmetric matricesJournal of the Australian Mathematical Society, 1969