Power-law shot noise and its relationship to long-memoryα-stable processes

  • Authors:
  • A.P. Petropulu;J.-C. Pesquet;Xueshi Yang

  • Affiliations:
  • Dept. of Electr. & Comput. Eng., Drexel Univ., Philadelphia, PA;-;-

  • Venue:
  • IEEE Transactions on Signal Processing
  • Year:
  • 2000

Quantified Score

Hi-index 35.68

Visualization

Abstract

We consider the shot noise process, whose associated impulse response is a decaying power-law kernel of the form tβ/2-1 . We show that this power-law Poisson model gives rise to a process that, at each time instant, is an α-stable random variable if β<1. We show that although the process is not α-stable, pairs of its samples become jointly α-stable as the distance between them tends to infinity. It is known that for the case β>1, the power-law Poisson process has a power-law spectrum. We show that, although in the case β<1 the power spectrum does not exist, the process still exhibits long memory in a generalized sense. The power-law shot noise process appears in many applications in engineering and physics. The proposed results can be used to study such processes as well as to synthesize a random process with long-range dependence