DocumentCode :
1365067
Title :
On the generation of the baseband and narrowband non-Gaussian processes
Author :
Primak, Sergey L. ; Lyandres, Vladimir Z.
Author_Institution :
Dept. of Electr. Eng., Univ. of Western Ontario, London, Ont., Canada
Volume :
46
Issue :
5
fYear :
1998
fDate :
5/1/1998 12:00:00 AM
Firstpage :
1229
Lastpage :
1237
Abstract :
One of the widely used classifications of random processes implies their separation from the baseband and narrowband ones. Exponent and exponentially decaying cosine waves represent the most popular approximations of the observed processes´ autocovariation functions (ACF). We consider the generation of such processes with any specified marginal probability density function (PDF). The approach is based on the representation of the process considered to be a stationary solution of certain stochastic differential equations (SDE) with the white Gaussian noise in the right-hand side. It removes the known Pearson restrictions on the kind of available process´ PDF and, in the part related to the generation of the processes with strictly exponential ACF, is very close to that considered by Haddad (1970). Concerning the generation of the narrowband non-Gaussian processes with the exact exponential envelope of its ACF, synthesis of the corresponding SDE may be considered to be principally novel. Several examples of nonlinear dynamical systems generating baseband and narrowband stationary continuous processes with the given PDF are considered. Some aspects of the SDE numerical simulation are presented. The generation method proposed may be useful in communication and signal processing applications where a proper interference simulation appears to be really important
Keywords :
Gaussian noise; difference equations; nonlinear dynamical systems; pattern classification; random processes; white noise; PDF; Pearson restrictions; approximation; autocovariation functions; available process; baseband nonGaussian processes; classification; communication; exact exponential envelope; exponent cosine waves; exponentially decaying cosine waves; interference simulation; marginal probability density function; narrowband nonGaussian processes; nonlinear dynamical systems; random processes; representation; signal processing; stationary solution; stochastic differential equations; synthesis; white Gaussian noise; Baseband; Differential equations; Gaussian noise; Narrowband; Nonlinear dynamical systems; Numerical simulation; Probability density function; Random processes; Signal synthesis; Stochastic resonance;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/78.668786
Filename :
668786
Link To Document :
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