• DocumentCode
    2489233
  • Title

    A new fractal point process for modeling self-similar traffic

  • Author

    Zhang, Peng ; Gong, Xiangyang ; Guo, Lei ; Cheng, Shiduan

  • Author_Institution
    Nat. Lab. of Switching Technol. & Telecommun. Networks, Beijing Univ. of Posts & Telecommun., China
  • fYear
    1998
  • fDate
    22-24 Oct 1998
  • Abstract
    Packet traffic from various sources-ethernet LAN, VBR video, CCSN-has been shown to exhibit self-similarity and related to properties of long range correlation, slowly decaying variances and fractal dimensions. This discovery has motivated research into unconventional traffic models such as fractional Gaussian noise, fractional ARIMA, and chaotic maps. Queuing analyses based on these models have shown unusual results that cannot be explained by traditional models. In this paper, we present a novel fractal point process for modeling self-similar traffic, which is a general fractional-binomial-noise driven Poisson process (FNBDP). This model is presented to determine the important statistic, peak-to-mean ratio, without losing fractional property. We firstly demonstrate the fractional behavior of the general FBNDP and then compare its parameters to statistics collected from real traffic
  • Keywords
    fractals; packet switching; queueing theory; telecommunication traffic; FNBDP; fractal dimensions; fractal point process; fractional property; fractional-binomial-noise driven Poisson process; long range correlation; packet traffic; peak-to-mean ratio; queuing analyses; self-similar traffic; slowly decaying variances; Electronic mail; Fractals; Gaussian noise; Local area networks; Packet switching; Queueing analysis; Statistics; Telecommunication switching; Telecommunication traffic; Traffic control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communication Technology Proceedings, 1998. ICCT '98. 1998 International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    7-80090-827-5
  • Type

    conf

  • DOI
    10.1109/ICCT.1998.741073
  • Filename
    741073