• DocumentCode
    7711
  • Title

    Estimation of the k-distributed clutter plus thermal noise parameters using higher order and fractional moments

  • Author

    Mezache, Amar ; Sahed, Mohamed ; Soltani, Faouzi ; Chalabi, Izzeddine

  • Author_Institution
    Dept. of Electron. Eng., Univ. Mohamed Boudiaf of M´sila, M´sila, Algeria
  • Volume
    51
  • Issue
    1
  • fYear
    2015
  • fDate
    Jan-15
  • Firstpage
    733
  • Lastpage
    738
  • Abstract
    The estimation of the K-distributed radar clutter plus thermal noise parameters can be improved by employing fractional moments instead of the existing higher order moments. In order to achieve this, we provide first an asymptotic expression of the moments in terms of the confluent and Gauss hypergeometric functions. For fractional orders of the latter, the new estimation method is derived so that the estimates of the shape parameter are achieved via numerical computations of nonlinear equations. For lower fractional orders of moments and different values of the parameters, the numerical simulations demonstrate the effectiveness of the proposed estimation procedure when compared with the standard higher order moments method.
  • Keywords
    Gaussian distribution; higher order statistics; method of moments; nonlinear equations; parameter estimation; radar clutter; radar signal processing; signal denoising; thermal noise; Gauss hypergeometric function; K-distributed radar clutter plus thermal noise parameter estimation; confluent function; fractional moments asymptotic expression; higher order moments method; nonlinear equation numerical computation; numerical simulations; radar signal processing; shape parameter estimation method; Clutter; Estimation; Mathematical model; Method of moments; Noise; Shape; Thermal noise;
  • fLanguage
    English
  • Journal_Title
    Aerospace and Electronic Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9251
  • Type

    jour

  • DOI
    10.1109/TAES.2014.130572
  • Filename
    7073525