Multigrid Method for Ill-Conditioned Symmetric Toeplitz Systems
نویسندگان
چکیده
In this paper, we consider solutions of Toeplitz systems A n u = b where the Toeplitz matrices A n are generated by nonnegative functions with zeros. Since the matrices A n are ill-conditioned, the convergence factor of classical iterative methods, such as the damped Jacobi method, will approach 1 as the size n of the matrices becomes large. Here we propose to solve the systems by the multigrid method. The cost per iteration for the method is of O(n log n) operations. For a class of Toeplitz matrices which includes weakly diagonally dominant Toeplitz matrices, we show that the convergence factor of the two-grid method is uniformly bounded below 1 independent of n and the full multigrid method has convergence factor depends only on the number of levels. Numerical results are given to illustrate the rate of convergence.
منابع مشابه
Multigrid Methods for Strongly Ill-Conditioned Structured Matrices
Multigrid methods are highly efficient solution techniques for large sparse linear systems which are positive definite and ill-conditioned. Matrices belonging to the two-level Toeplitz class or to one of the two-level trigonometric matrix algebras are associated with generating functions. In this paper, we develop multigrid methods for linear systems which correspond to generating functions wit...
متن کاملPreconditioners for ill { conditioned Toeplitz matrices
This paper is concerned with the solution of systems of linear equations ANx = b, where fANg N2N denotes a sequence of positive deenite Hermitian ill{conditioned Toeplitz matrices arising from a (real{valued) nonnegative generating function f 2 C2 with zeros. We construct positive deenite Hermitian preconditioners MN such that the eigenvalues of M ?1 N AN are clustered at 1 and the correspondin...
متن کاملSpectral Equivalence between Toeplitz and Trigonometric Matrix Algebras Matrices
Spectrally equivalence between two sequences of matrices is a property that plays an important role in the numerical solution of linear systems since it can be used to construct ef cient preconditioners for the preconditioned conjugate gradient method, and to form optimal multigrid schemes. In this work, we prove the existence of matrices, τn(f), belonging to τ algebra that are spectrally equiv...
متن کاملV-cycle Optimal Convergence for Certain (Multilevel) Structured Linear Systems
In this paper we are interested in the solution by multigrid strategies of multilevel linear systems whose coefficient matrices belong to the circulant, Hartley, τ algebras or to the Toeplitz class and are generated by (the Fourier expansion of) a nonnegative multivariate polynomial f . It is well-known that these matrices are banded and have eigenvalues equally distributed as f , so they are i...
متن کاملMultigrid Preconditioning and Toeplitz Matrices
In this paper we discuss Multigrid methods for Toeplitz matrices. Then the restriction and prolongation operator can be seen as projected Toeplitz matrices. Because of the intimate connection between such matrices and trigonometric series we can express the Multigrid algorithm in terms of the underlying functions with special zeroes. This shows how to choose the prolongation/restriction operato...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- SIAM J. Scientific Computing
دوره 19 شماره
صفحات -
تاریخ انتشار 1998