Title :
The accuracy of estimating the parameters of stationary processes
Author :
Francos, Joseph M. ; Friedlander, Benjamin
Author_Institution :
Dept. of Electr. & Comput. Eng., Ben-Gurion Univ. of the Negev, Beer-Sheva, Israel
fDate :
27 Jun-1 Jul 1994
Abstract :
Addresses the general problem of establishing bounds on the achievable estimation accuracy of the parameters of a regular stationary process, from a single observed realization of this process. The special case of establishing bounds on the estimation accuracy of the parameters of harmonic components in the presence of noise with a known spectrum or covariance function has been studied quite extensively, especially for the case in which the noise is white. However, relatively little work seems to have been done for the case of harmonic components in unknown noise. The authors concentrate on a solution to the problem of the achievable accuracy in jointly estimating the parameters of the harmonic (deterministic) and purely indeterministic components of the process, based on a finite length, single observed realization of this process
Keywords :
harmonic analysis; interference (signal); parameter estimation; random processes; spectral analysis; achievable estimation accuracy; bounds; deterministic components; finite length single observed realization; harmonic components; indeterministic components; noise; stationary processes; Chromium; Colored noise; Distribution functions; Frequency estimation; Frequency measurement; Parameter estimation; Random processes; Statistics; Time measurement; White noise;
Conference_Titel :
Information Theory, 1994. Proceedings., 1994 IEEE International Symposium on
Conference_Location :
Trondheim
Print_ISBN :
0-7803-2015-8
DOI :
10.1109/ISIT.1994.395049