• DocumentCode
    433187
  • Title

    A hybrid wavelet framework for modeling VBR video traffic

  • Author

    Dai, Min ; Loguinov, Dmitri ; Radha, Hayder

  • Author_Institution
    Texas A&M Univ., College Station, TX, USA
  • Volume
    5
  • fYear
    2004
  • fDate
    24-27 Oct. 2004
  • Firstpage
    3125
  • Abstract
    Traffic models play an important role in network simulation and performance analysis. This paper presents a frame-level hybrid framework for modeling variable bitrate (VBR) video traffic. To accurately capture long-range dependent (LRD) and short-range dependent (SRD) properties of video traffic, we incorporate elements of wavelet-domain analysis into classical time-domain modeling found in prior work. However, unlike previous studies, we analyze and successfully model both inter-GOP and intra-GOP correlation. Through the use of QQ plots and leaky-bucket simulations, we evaluate the accuracy of our approach and demonstrate that the autocorrelation function and the frame-size distribution of synthetic traffic match those of the original traffic very well. The leaky-bucket simulation also demonstrates that our model effectively preserves the temporal burstiness of the original video and can be used to predict buffer overflow probabilities and network packet loss.
  • Keywords
    probability; telecommunication traffic; video signal processing; visual communication; wavelet transforms; VBR video traffic; autocorrelation function; buffer overflow probability; hybrid wavelet framework; leaky-bucket simulation; long-range dependent property; short-range dependent property; variable bitrate; wavelet-domain analysis; Analytical models; Autocorrelation; Bit rate; Buffer overflow; Performance analysis; Predictive models; Telecommunication traffic; Time domain analysis; Traffic control; Wavelet analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2004. ICIP '04. 2004 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-8554-3
  • Type

    conf

  • DOI
    10.1109/ICIP.2004.1421775
  • Filename
    1421775