Jt. Barnett et B. Kedem, ZERO-CROSSING RATES OF MIXTURES AND PRODUCTS OF GAUSSIAN-PROCESSES, IEEE transactions on information theory, 44(4), 1998, pp. 1672-1677
Citations number
19
Categorie Soggetti
Computer Science Information Systems","Engineering, Eletrical & Electronic","Computer Science Information Systems
Formulas for the expected zero-crossing rate of non-Gaussian mixtures
and products of Gaussian processes are obtained. The approach we take
is to first derive the expected zero-crossing rate in discrete time an
d then obtain the rate in continuous time by an appropriate limiting a
rgument. The processes considered, which are non-Gaussian but derived
from Gaussian processes, serve to illustrate the variability of the ze
ro-crossing rate in terms of the normalized autocorrelation function r
ho(t) of the process. For Gaussian processes, Rice's formula gives the
expected zero-crossing rate in continuous time as 1/pi root-rho ''(0)
. We show processes exist with expected zero-crossing rates given by k
appa/pi root-rho ''(0) with either kappa much greater than 1 or kappa
much less than 1. Consequently, such processes can have an arbitrarily
large or small zero-crossing rate as compared to a Gaussian process w
ith the same autocorrelation function.