• DocumentCode
    1162901
  • Title

    Statistical Properties of Ramplike Random Processes

  • Author

    Nash, Raymond A., Jr.

  • Volume
    14
  • Issue
    2
  • fYear
    1967
  • fDate
    6/1/1967 12:00:00 AM
  • Firstpage
    209
  • Lastpage
    218
  • Abstract
    The work of Lampard and Redman [5] on the statistical properties of the integral of a binary random process is generalized and extended to include more general ramplike random processes z(t) . These ramplike processes are defined to be ramps of random slope that switch slope at random times. Both the intervals between switching times and the slopes of the ramp segments are assumed to be independent random variables. The general properties of the one-dimensional and multidimensional probability density functions of z(t) are discussed. A Laplace transform technique is employed to obtain the Laplace transform of the characteristic function of these probability density functions in terms of the Laplace transform of the characteristic function of the ramp slopes multipled by the probability functions of the switching times. For Poisson switching times, these expressions are relatively compact. However, the inversion problem is formidable, and closed form results are presently available only for a binary slope probability density function (a previously known result). Due to the properties of characteristic functions, the moments of z(t) are obtained by a single Laplace inversion of the derivative of the Laplace transform expressions. These moments may be used to characterize the probability density functions of z(t) with a series expansion involving the Gaussian density function and its derivatives. Examples are given for the cases of Gaussian and rectangular slope probability density functions with Poisson switching times.
  • Keywords
    Characteristic functions; Probability-density functions; Random ramps; Statistical properties; Density functional theory; Electronic switching systems; Laplace equations; Probability density function; Random processes; Random variables; Signal generators; Signal processing; Statistics; Switches;
  • fLanguage
    English
  • Journal_Title
    Circuit Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9324
  • Type

    jour

  • DOI
    10.1109/TCT.1967.1082689
  • Filename
    1082689