Title :
Baseline and distribution estimates of complicated spectra
Author :
Thomson, David J.
Author_Institution :
AT&T Bell Labs., Murray Hill, NJ, USA
Abstract :
In processes with many lines, such as those encountered in climate, space physics, and communications systems, it is often found that the underlying base spectrum also has a complicated shape. The author discusses some methods to estimate the base, and detail spectra by using the probability distributions of such spectra. The methods include a robust estimate of the central part of a mixture of central and noncentral chi-square distributions and, second, a direct estimate of the mixing and noncentrality parameters made by minimizing the Kolmogorov-Smirnov D statistic between the empirical and theoretical cumulative distribution functions
Keywords :
minimisation; parameter estimation; probability; spectral analysis; Kolmogorov-Smirnov D statistic; base spectrum shape; central chi-square distributions; climate systems; communications systems; complicated spectra; cumulative distribution functions; distribution estimates; minimization; mixing parameters; noncentral chi-square distributions; parameter estimation; probability distributions; robust estimate; space physics; Communication systems; Extraterrestrial measurements; Fluctuations; Frequency estimation; Magnetic field measurement; Narrowband; Phase modulation; Physics; Robustness; Shape;
Conference_Titel :
Statistical Signal and Array Processing, 2000. Proceedings of the Tenth IEEE Workshop on
Conference_Location :
Pocono Manor, PA
Print_ISBN :
0-7803-5988-7
DOI :
10.1109/SSAP.2000.870157