• DocumentCode
    3524873
  • Title

    A near optimum detection in alpha-stable impulsive noise

  • Author

    Li, Xutao ; Jiang, Yongquan ; Liu, Miao

  • Author_Institution
    Dept. of Elec. Eng., Shantou Univ., Shantou
  • fYear
    2009
  • fDate
    19-24 April 2009
  • Firstpage
    3305
  • Lastpage
    3308
  • Abstract
    Alpha stable distribution has gained much attention due to its generality to represent heavy-tailed and impulsive interference. In such non-Gaussian interference, the detection key is to evaluate the zero-memory nonlinearity (ZMNL) function of locally optimal (LO) detector. Unfortunately, there is no closed form expression for the probability density function (PDF) of alpha-stable distributions. Hereby, sub-optimum ZMNL function is adopted as an unavoidable approximation, such as classical Cauchy and Gaussian-tailed ZMNL (GZMNL). In this paper, an algebraic-tailed ZMNL (AZMNL) with a concise form is proposed. Based on such ZMNL, derived detector has near optimal performance in various impulsive noise environments. Furthermore, using Bi-parameter CGM (BCGM), a concise approximate expression for PDF of symmetric alpha-stable (SalphaS) distribution, the test threshold can be evaluated according with preset false alarm ratio easily.
  • Keywords
    algebra; approximation theory; impulse noise; signal detection; statistical distributions; algebraic-tailed zero-memory nonlinearity function; alpha stable distribution; alpha-stable impulsive noise; bi-parameter CGM; concise approximate expression; impulsive interference; local optimal detector; near optimum signal detection; nonGaussian interference; probability density function; Detectors; Gaussian approximation; Gaussian noise; Interference; Probability density function; Radar detection; Signal detection; Sonar detection; Testing; Working environment noise; α-stable distribution; Impulsive noise; Signal detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
  • Conference_Location
    Taipei
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4244-2353-8
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2009.4960331
  • Filename
    4960331