DocumentCode
912921
Title
Theoretical and experimental results for the distribution of a certain nonlinear functional of the Ornstein-Uhlenbeck process
Author
Pawula, Robert F. ; Tsai, Alfred Y.
Volume
15
Issue
5
fYear
1969
fDate
9/1/1969 12:00:00 AM
Firstpage
532
Lastpage
535
Abstract
Let
be the Ornstein-Uhlenbeck process and
the result of low-pass
filtering of sgn
. This paper considers the problem of determining the first-order probability density function of
. The approach is to apply the
th-order Fokker-Planck-Kolmogorov type equations. Based upon an assumption as to the linearity of a coefficient of the resulting differential equation, a closed-form solution is obtained for
. The result agrees with the previous work of Doyle, McFadden and Marx who solved the special case when the bandwidth of the
filter is twice the bandwidth of the input noise. The result also agrees, to within experimental error, with a Monte Carlo simulation over four orders of magnitude of variation of the ratio of the bandwidths of the
filter and the input process.
be the Ornstein-Uhlenbeck process and
the result of low-pass
filtering of sgn
. This paper considers the problem of determining the first-order probability density function of
. The approach is to apply the
th-order Fokker-Planck-Kolmogorov type equations. Based upon an assumption as to the linearity of a coefficient of the resulting differential equation, a closed-form solution is obtained for
. The result agrees with the previous work of Doyle, McFadden and Marx who solved the special case when the bandwidth of the
filter is twice the bandwidth of the input noise. The result also agrees, to within experimental error, with a Monte Carlo simulation over four orders of magnitude of variation of the ratio of the bandwidths of the
filter and the input process.Keywords
Limiting; Stochastic processes; Bandwidth; Closed-form solution; Differential equations; Filtering; Gaussian processes; Linearity; Low pass filters; Nonlinear equations; Probability density function; Random processes;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/TIT.1969.1054364
Filename
1054364
Link To Document