DocumentCode
2252804
Title
Sensitivity of Gaussian channel capacity and rate-distortion function to nonGaussian contamination
Author
Pinsker, Mark S. ; Prelov, V.V. ; Verdú, Sergio
Author_Institution
Inst. of Problems of Inf. Transmission, Acad. of Sci., Moscow, Russia
fYear
1995
fDate
17-22 Sep 1995
Firstpage
10
Abstract
In some applications, channel noise is the sum of a Gaussian noise and a relatively weak non-Gaussian contaminating noise. Although the capacity of such channels cannot be evaluated in general, we analyze the decrease in capacity, or sensitivity of the channel capacity to the weak contaminating noise. We show that for a very large class of contaminating noise processes, explicit expressions for the sensitivity of a discrete-time channel capacity do exist. Sensitivity is shown to depend on the contaminating process distribution only through its autocorrelation function and so it coincides with the sensitivity with respect to a Gaussian contaminating noise with the same autocorrelation function. A key result is a formula for the derivative of the water-filling capacity with respect to the contaminating noise power. Parallel results for the sensitivity of rate-distortion function relative to a mean-square-error criterion of almost Gaussian processes are obtained
Keywords
Gaussian channels; Gaussian noise; channel capacity; correlation methods; functions; Gaussian channel capacity; Gaussian noise; autocorrelation function; channel capacity sensitivity; channel noise; contaminating noise processes; contaminating process distribution; discrete-time channel capacity; explicit expressions; mean-square-error criterion; nonGaussian contaminating noise; nonGaussian contamination; rate-distortion function; water-filling capacity; weak contaminating noise; Autocorrelation; Channel capacity; Contamination; Gaussian channels; Gaussian noise; Gaussian processes; Random processes; Rate-distortion; Signal to noise ratio; Water pollution;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory, 1995. Proceedings., 1995 IEEE International Symposium on
Conference_Location
Whistler, BC
Print_ISBN
0-7803-2453-6
Type
conf
DOI
10.1109/ISIT.1995.531112
Filename
531112
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