Title :
Design and analysis of Toeplitz preconditioners
Author :
Ku, Takang ; Kuo, C.-C Jay
Author_Institution :
Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
A general approach is presented for constructing preconditioners P for a symmetric positive-definite Toeplitz matrix A so that the Toeplitz system Ax=b can be solved efficiently by the preconditioned conjugate-gradient (PCG) method. The work is a generalization of recent work by G. Strang (1986) and R. Chan (1988). It is shown that the new preconditioners can be inverted directly by means of various fast transform methods with O(N log N) operations and that the eigenvalues of the preconditioned matrices P-1 A are clustered around one so that the PCG method converges very quickly
Keywords :
eigenvalues and eigenfunctions; matrix algebra; transforms; PCG method; Toeplitz preconditioners; eigenvalues; fast transform methods; preconditioned conjugate-gradient; symmetric positive-definite Toeplitz matrix; Computational complexity; Deconvolution; Digital signal processing; Eigenvalues and eigenfunctions; Fast Fourier transforms; Frequency domain analysis; Image processing; Signal processing; Symmetric matrices; Vectors;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1990. ICASSP-90., 1990 International Conference on
Conference_Location :
Albuquerque, NM
DOI :
10.1109/ICASSP.1990.115843