T. Koski, STATISTICS OF THE BINARY QUANTIZER ERROR IN SINGLE-LOOP SIGMA-DELTA MODULATION WITH WHITE GAUSSIAN INPUT, IEEE transactions on information theory, 41(4), 1995, pp. 931-943
Citations number
43
Categorie Soggetti
Information Science & Library Science","Engineering, Eletrical & Electronic
Representations and statistical properties of the process ($) over bar
e defined by ($) over bar e(n+1) = lambda(($) over bar e(n) + xi(n)),
are given. Here = lambda(u): =u - b . sign (u) + m and {xi(n)}(+infin
ity)(n=0) is Gaussian white noise. The process ($) over bar e represen
ts the binary quantizer error in a model for single-loop Sigma-Delta m
odulation. The innovations variables are found and the existence and u
niqueness of an invariant probability measure, ergodicity properties,
as well as the existence of the exponential moment with respect to the
invariant probability are proved using Markov process theory. We cons
ider also ($) over bar e as a random perturbation, for small values of
the variance of xi(n), of the orbits of s(n+1) = lambda(s(n)). Here s
(n) has the uniform in;variant distribution on the interval [m - b, m
+ b]. Analytical approximations to the structure of the power spectrum
of ($) over bar e are obtained using a linear prediction in terms of
the innovations variables and the perturbation approach.