• DocumentCode
    786390
  • Title

    Ad hoc wireless network traffic-self-similarity and forecasting

  • Author

    Liang, Qilian

  • Author_Institution
    Hughes Network Syst. Inc, San Diego, CA, USA
  • Volume
    6
  • Issue
    7
  • fYear
    2002
  • fDate
    7/1/2002 12:00:00 AM
  • Firstpage
    297
  • Lastpage
    299
  • Abstract
    Lots of works have been carried out to discuss the self-similarity of Ethernet and World Wide Web traffic. In this letter, we study the ad hoc wireless network traffic collected in an ad hoc network (AHN) testbed and show that the ad hoc wireless network traffic is self-similar, which validates that AHN traffic is forecastable because self-similar time-series can be forecasted. We apply a fuzzy logic system to ad hoc wireless network traffic forecasting and simulation results show that it performs much better than does an LMS adaptive filter. All these studies are very important for evaluating network capacity and determining the battery power mode based on the forecasted traffic workload.
  • Keywords
    Internet; fuzzy logic; local area networks; radio networks; telecommunication traffic; AHN traffic; ad hoc wireless network traffic; battery power mode; forecasting; fuzzy logic system; network capacity; network traffic; self-similar time-series; self-similarity; Ad hoc networks; Automatic testing; Ethernet networks; Fuzzy logic; Least squares approximation; Predictive models; Telecommunication traffic; Traffic control; Web sites; Wireless networks;
  • fLanguage
    English
  • Journal_Title
    Communications Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1089-7798
  • Type

    jour

  • DOI
    10.1109/LCOMM.2002.801327
  • Filename
    1018756