PRECONDITIONERS FOR ILL-CONDITIONED TOEPLITZ SYSTEMS CONSTRUCTED FROM POSITIVE KERNELS

被引:17
作者
Potts, Daniel [1 ]
Steidl, Gabriele [2 ]
机构
[1] Med Univ Lubeck, Inst Math, D-23560 Lubeck, Germany
[2] Univ Mannheim, Inst Math, D-68131 Mannheim, Germany
关键词
ill-conditioned Toeplitz matrices; CG method; preconditioners; reproducing kernels;
D O I
10.1137/S1064827599351428
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we are interested in the iterative solution of ill-conditioned Toeplitz systems generated by continuous nonnegative real-valued functions f with a finite number of zeros. We construct new w-circulant preconditioners without explicit knowledge of the generating function f by approximating f by its convolution f * K-N with a suitable positive reproducing kernel K-N. By the restriction to positive kernels we obtain positive definite preconditioners. Moreover, if f has only zeros of even order <= 2s, then we can prove that the property integral(pi)(-pi) t(2k) K-N(t) dt <= CN-2k (k = 0, ... , s) of the kernel is necessary and sufficient to ensure the convergence of the PCG method in a number of iteration steps independent of the dimension N of the system. Our theoretical results were confirmed by numerical tests.
引用
收藏
页码:1741 / 1761
页数:21
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