DocumentCode :
916834
Title :
Level crossings of nondifferentiable shot processes
Author :
Bar-david, Israel ; Nemirovsky, Amikam
Volume :
18
Issue :
1
fYear :
1972
fDate :
1/1/1972 12:00:00 AM
Firstpage :
27
Lastpage :
34
Abstract :
An expression for the expectation of level crossings of a class of nondifferentiable shot processes that involve impulse responses having discontinuities is derived. Its first term is essentially the Rician formula [l, pp. 51-53] except that the random variables (y_o, \\dot{y}_o) in the integrand are conditioned on nonoccurrence of discontinuities and can be interpreted as yielding the contribution of "smooth" crossings; the second term then describes the direct contribution of the jumps. The moments of (y_o, \\dot{y}_o) reflect the influence, at the points of continuity of the process y(t) , of the jumps at its points of discontinuity. Whereas in differentiable processes (y, \\dot{y}) are orthogonal, here (y_o, \\dot{y}_o) are correlated; furthermore, although y_o converges in distribution to y and E[\\dot{y}_o] is finite and nonzero in general, evidently \\dot{y} has no finite moments. In the Gaussian limit of large densities of counts of the underlying Poisson process, an explicit formula is obtained in terms of known parameters. The Rician term is slightly altered by the correlation between y_o and \\dot{y}_o . On the other hand, the additional term has a component that increases as the square root of the average number of counts. In various practical cases either the bounded Rician or the diverging term can be dominant. An example of particular interest is examined in detail.
Keywords :
Level-crossing problems; Shot processes; Band pass filters; Cities and towns; Gaussian noise; Helium; Independent component analysis; Random variables; Rician channels; Sampling methods; Stochastic processes; Taylor series;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1972.1054748
Filename :
1054748
Link To Document :
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