• DocumentCode
    332307
  • Title

    Power-law shot noise and its relationship to α-stable processes

  • Author

    Petropulu, Athina P. ; Jijun, Yin

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Drexel Univ., Philadelphia, PA, USA
  • fYear
    1998
  • fDate
    14-16 Sep 1998
  • Firstpage
    415
  • Lastpage
    418
  • Abstract
    1/fβ-type spectral behavior has received considerable attention in the past few years because it arises from a wide range of natural phenomena. Several methods have been proposed for modeling a 1/fβ process. We consider a power-law shot noise model, and show that it 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 β<1
  • Keywords
    1/f noise; shot noise; signal sampling; spectral analysis; stochastic processes; α-stable processes; 1/fβ process; estimation; natural phenomena; power-law shot noise; sample spectrum; spectral exponent; 1f noise; Density functional theory; Fractional calculus; Laplace equations; Maximum likelihood estimation; Nonlinear filters; Power system modeling; Random variables; Statistical distributions; White noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Statistical Signal and Array Processing, 1998. Proceedings., Ninth IEEE SP Workshop on
  • Conference_Location
    Portland, OR
  • Print_ISBN
    0-7803-5010-3
  • Type

    conf

  • DOI
    10.1109/SSAP.1998.739423
  • Filename
    739423