• DocumentCode
    2240389
  • Title

    An adaptive statistical sampling technique for computer network traffic

  • Author

    Dogman, A. ; Saatchi, R. ; Al-Khayatt, S.

  • Author_Institution
    Fac. of Art, Comput., Eng. & Sci., Sheffield Hallam Univ., Sheffield, UK
  • fYear
    2010
  • fDate
    21-23 July 2010
  • Firstpage
    479
  • Lastpage
    483
  • Abstract
    The rapid growth of real-time applications transmitted over multimedia networks, makes measurement of their generated traffic increasingly important. These measurements allow the quality of service (QoS) provided by the network for the transmission of the applications to be assessed. However, most real-time applications generate an extensive amount of traffic data. Analysing these data in real-time is computationally intensive. Therefore, in order to reduce the amount of processed data, sampling needs to be performed. In fixed rate sampling, the sample rate is unaffected by the packet transmission rate. However, it is advantageous to adapt the sample rate in relation to packet transmission rate. In this study a novel statistical adaptive sampling method has been developed. The method adaptively adjusts the time interval between two consecutive sampled sections (called pre-and post sampling sections). This time interval is decreased when the two sections significantly differ statistically and it is increased when their net statistic is within a predefined threshold. The operation of the developed sampling method was evaluated using a simulated computer network. The results demonstrated the effectiveness of the method in various scenarios, however more work is in progress to make the method more robust.
  • Keywords
    computer networks; multimedia communication; quality of service; sampling methods; statistical analysis; telecommunication traffic; adaptive statistical sampling technique; computer network traffic; fixed rate sampling; multimedia networks; quality of service; traffic data; Adaptation model; Adaptive systems; Delay; Jitter; Quality of service; Sampling methods; Throughput; adaptive sampling; network quality of service;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communication Systems Networks and Digital Signal Processing (CSNDSP), 2010 7th International Symposium on
  • Conference_Location
    Newcastle upon Tyne
  • Print_ISBN
    978-1-4244-8858-2
  • Electronic_ISBN
    978-1-86135-369-6
  • Type

    conf

  • Filename
    5580380