• DocumentCode
    447095
  • Title

    A novel multifractal model of MPEG-4 video traffic

  • Author

    Wang, Sheng-Hui ; Qiu, Zheng-Ding

  • Author_Institution
    Inst. of Inf. Sci., Beijing Jiatong Univ., China
  • Volume
    1
  • fYear
    2005
  • fDate
    12-14 Oct. 2005
  • Firstpage
    101
  • Lastpage
    104
  • Abstract
    Video traffic model plays an important role in allocating network resources, effectively designing networks, and providing certain quality of service (QoS) to video applications. In this paper a new predictable multifractal model is proposed. Unlike former studies, we investigate the correlation function of multifractal multiplicative process. Based on the lemma we get, we use short-range dependence of coarsest scale coefficient to control the long-range dependence of video trace in multifractal tree. Furthermore, we choose the distribution of multipliers at each time scale by Kullback-Leibler (K-L) distance. Our model (PMFM) has both advantages of AR process and multifractal process. It can be used for traffic prediction while holding the multifractal nature of original video traffic. Simulation shows that our model has better accuracy and stationarity than traditional MFM.
  • Keywords
    autoregressive processes; fractals; telecommunication traffic; video communication; Kullback-Leibler; MPEG-4 video traffic; QoS; multifractal model; multifractal multiplicative process; quality of service; Communication system traffic control; Context modeling; Fractals; MPEG 4 Standard; Magnetic force microscopy; Predictive models; Quality of service; Resource management; Telecommunication traffic; Traffic control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications and Information Technology, 2005. ISCIT 2005. IEEE International Symposium on
  • Print_ISBN
    0-7803-9538-7
  • Type

    conf

  • DOI
    10.1109/ISCIT.2005.1566808
  • Filename
    1566808