Title :
Fast algorithms for systems of equations in wavelet-based solution of integral equations with Toeplitz kernels
Author :
Bell, Amy ; Joshi, Rajashri
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Abstract :
The wavelet transform is applied to integral equations with Toeplitz kernels. Such integral equations arise in inverse scattering and linear least-squares estimation. The result is a system of equations with block-slanted-Toeplitz structure. In previous approaches, this linear system was sparsified by neglecting all entries below some threshold. However, in inverse scattering, the Toeplitz kernel may not be a rapidly decreasing function due to reflections from great depths. In this case, neglecting entries below a threshold will not work since the system matrix is ill-conditioned. We use the different approach of exploiting the block-slanted-Toeplitz structure to obtain fast algorithms similar to the multichannel Levinson and Schur algorithms. Since it is exact to within the wavelet-basis approximation, this different approach should prove to be a valuable alternative to the approximate approach of sparsification in cases when the latter does not work
Keywords :
Toeplitz matrices; electromagnetic wave scattering; integral equations; inverse problems; least squares approximations; signal reconstruction; wavelet transforms; Toeplitz kernels; block-slanted-Toeplitz structure; fast algorithms; ill-conditioned system matrix; integral equations; inverse scattering; linear least-squares estimation; linear system; reflections; signal reconstruction; wavelet basis approximation; wavelet transform; wavelet-based solution; Acoustic reflection; Acoustic scattering; Integral equations; Inverse problems; Kernel; Linear systems; Random processes; Reflectivity; Shape measurement; Wavelet transforms;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
Print_ISBN :
0-7803-2431-5
DOI :
10.1109/ICASSP.1995.480441