Title :
On the estimation of the bandwidth of nonuniformly sampled signals
Author :
Strohmer, Thomas
Author_Institution :
Dept. of Math., California Univ., Davis, CA, USA
Abstract :
In many applications signals can only be sampled at nonuniformly spaced points. For a reliable reconstruction of the signal from its samples we require knowledge of the bandwidth of the signal, which however is often not known a priori. Therefore robust and efficient methods are needed that allow one to estimate the bandwidth of a signal from nonuniform spaced, noisy samples. We present two procedures for bandwidth estimation. The first method is based on the discrete Bernstein inequality and Newton´s divided differences and is computationally very efficient. The second method requires somewhat more computational effort, since it simultaneously estimates the bandwidth and provides a reconstruction of the signal. It is based on a multi-scale conjugate gradient algorithm for the solution of a nested sequence of Toeplitz systems and is particularly useful in case of noisy data. Examples from various applications demonstrate the performance of the proposed methods
Keywords :
Newton method; bandlimited signals; conjugate gradient methods; echocardiography; medical image processing; parameter estimation; signal reconstruction; signal sampling; Newton´s divided differences; Toeplitz systems; band limited signal; bandwidth estimation; contour recovery; discrete Bernstein inequality; echocardiography; medical imaging; multi-scale conjugate gradient algorithm; nested sequence; noisy data; noisy samples; nonuniformly sampled signals; performance; signal reconstruction; spectroscopy; Bandwidth; Biomedical imaging; Geophysics; Image reconstruction; Mathematics; Noise figure; Numerical simulation; Robustness; Sampling methods; Spectroscopy;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1999. Proceedings., 1999 IEEE International Conference on
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-5041-3
DOI :
10.1109/ICASSP.1999.758332