• 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