An extended discrete autoregressive model for variable bit rate video traffic encoded by scalable video codec

被引:2
作者
Ahmadpour, Sima [1 ]
Toghrayee, Zohreh [2 ]
Wan, Tat-Chee [1 ,3 ]
机构
[1] Univ Sains Malaysia, Natl Adv Ctr IPv6, George Town 11800, Malaysia
[2] Cent Bank Islamic Republ Iran, Tehran, Iran
[3] Univ Sains Malaysia, Sch Comp Sci, Usm 11800, Penang, Malaysia
关键词
regression model; discrete autoregressive (DAR) model; SVC codec; VBR traffic modeling;
D O I
10.1002/dac.3011
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Designing an effective and high performance network requires accurate characterization and modeling of network traffic. This paper provides a study of the transmission, modeling, and analysis of variable bit rate (VBR) video, which is fundamental for designing protocols and for effective utilization of networks in video transmission. To meet the specified requirements of future networks, the scalable video codec (SVC) was chosen as the video compression standard. The main objective of this work was to propose a statistical model that will allow better coordination between generated SVC video traffic and original video traffic. The performance of the proposed model was evaluated by comparing the model with three existing low-complex statistical models using graphical and statistical measurements as well as cross-validation. For all evaluation techniques, the accuracy of the proposed model was evaluated, and the frame size distribution of the modeled traffic was found to match that of the original video traffic better than other existing models. Copyright (c) 2015 John Wiley & Sons, Ltd.
引用
收藏
页码:2239 / 2254
页数:16
相关论文
共 27 条
  • [1] Autoregressive video conference models
    Alheraish, A.
    [J]. International Journal of Network Management, 2004, 14 (05) : 329 - 337
  • [2] Bingham N.H., 2010, REGRESSION LINEAR MO
  • [3] Chodorek A, 2002, SIMULATION IN INDUSTRY, P249
  • [4] Congdon P., 2003, Applied Bayesian modelling
  • [5] DANIEL P, 1994, IEEE ACM T NETWORK, V4, P40
  • [6] Content-Based MPEG Video Traffic Modeling
    Dawood, Ali M.
    Ghanbari, Mohammed
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 1999, 1 (01) : 77 - 87
  • [7] ELWALID A, 1992, IEEE T CKTS SYST, V2, P49
  • [8] A NEW STATISTICAL-MODEL FOR TRAFFIC GENERATED BY VBR CODERS FOR TELEVISION ON THE BROAD-BAND ISDN
    FRATER, MR
    ARNOLD, JF
    TAN, P
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1994, 4 (06) : 521 - 526
  • [9] Gelman A., 2002, Encyclopedia of Environmetrics, V3, P1634, DOI [10.1002/0470092602.ch5, DOI 10.1002/0470092602.CH5]
  • [10] H.264 Coarse Grain Scalable (CGS) and Medium Grain Scalable (MGS) Encoded Video: A Trace Based Traffic and Quality Evaluation
    Gupta, Rohan
    Pulipaka, Akshay
    Seeling, Patrick
    Karam, Lina J.
    Reisslein, Martin
    [J]. IEEE TRANSACTIONS ON BROADCASTING, 2012, 58 (03) : 428 - 439