• DocumentCode
    2736883
  • Title

    Adaptive statistical sampling of VOIP traffic in WLAN and wired networks using Fuzzy Inference System

  • Author

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

  • Author_Institution
    Fac. of Art, Comput., Eng. & Sci., Sheffield Hallam Univ., Sheffield, UK
  • fYear
    2011
  • fDate
    4-8 July 2011
  • Firstpage
    1731
  • Lastpage
    1736
  • Abstract
    Real-time audio and video applications generate vast amount of data in form of information packets. The collection and processing of all these packets in real time are not practically feasible. Therefore, an appropriate sampling technique is required in order to reduce the amount of collected data and their processing. In this paper, a statistical adaptive sampling technique to adjust sampling rate based on the traffic´s statistics was developed using a Fuzzy Inference System (FIS). The FIS determined the sampling rate by using a set of rules to interpret statistical variations in Quality of Service (QoS) parameters. A comparison of adaptive statistical sampling using FIS against systematic, stratified, and random sampling was also carried out. The Network Simulator- 2 (NS-2) was used to evaluate the operation of sampling techniques. The study indicated that biasness values of sampled traffic obtained from the developed adaptive sampling technique were closer to zero than the values obtained using conventional sampling techniques which indicates the effectiveness of the proposed method.
  • Keywords
    Internet telephony; fuzzy reasoning; quality of service; sampling methods; wireless LAN; FIS; VOIP traffic; WLAN; adaptive statistical sampling; fuzzy inference system; information packet; network simulator; quality of service; sampling technique; wired network; Adaptive systems; Delay; Jitter; Quality of service; Sampling methods; Systematics; Throughput; adaptive sampling; fuzzy inference system; network quality of service;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications and Mobile Computing Conference (IWCMC), 2011 7th International
  • Conference_Location
    Istanbul
  • Print_ISBN
    978-1-4244-9539-9
  • Type

    conf

  • DOI
    10.1109/IWCMC.2011.5982797
  • Filename
    5982797