• DocumentCode
    2477676
  • Title

    On the relationship between 1/f and alpha-stable processes

  • Author

    Yin, Jijun ; Petropulu, A.P.

  • Author_Institution
    Drexel Univ., Philadelphia, PA, USA
  • fYear
    1998
  • fDate
    16-21 Aug 1998
  • Firstpage
    302
  • Abstract
    1/fβ-type spectral behavior has received considerable attention in the literature because it arises from a wide range of natural phenomena. In this paper we consider a filtered Poisson process model, and show that this model gives rise to a power-law α-stable process if β<1, or to a process with power-law α-stable increments if 1<β<3. Based on the relationship between α and β we propose a new method for the estimation of the spectral exponent of the sample spectrum, which is particularly robust in the case 0<β<1
  • Keywords
    Poisson distribution; digital filters; estimation theory; shot noise; spectral analysis; statistical analysis; stochastic processes; 1/f; alpha-stable processes; filtered Poisson process model; power-law α-stable increments; power-law α-stable process; sample spectrum; spectral behavior; spectral exponent; 1f noise; Economic forecasting; Fuel economy; Gaussian distribution; Maximum likelihood estimation; Power generation economics; Robustness; Stochastic processes; Telecommunication traffic; Wavelet analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory, 1998. Proceedings. 1998 IEEE International Symposium on
  • Conference_Location
    Cambridge, MA
  • Print_ISBN
    0-7803-5000-6
  • Type

    conf

  • DOI
    10.1109/ISIT.1998.708907
  • Filename
    708907