On use of the alpha stable self-similar stochastic process to model aggregated VBR video traffic

被引:0
|
作者
Huang Tianyun Coll. of Computer Science and Technology
机构
关键词
network modeling; alpha stable self-similar process; aggregated VBR video traffic; long range dependence; variability; linear regression;
D O I
暂无
中图分类号
TN946 [录像系统、放像系统];
学科分类号
0810 ; 081001 ;
摘要
The alpha stable self-similar stochastic process has been proved an effective model for high variable data traffic. A deep insight into some special issues and considerations on use of the process to model aggregated VBR video traffic is made. Different methods to estimate stability parameter α and self-similar parameter H are compared. Processes to generate the linear fractional stable noise (LFSN) and the alpha stable random variables are provided. Model construction and the quantitative comparisons with fractional Brown motion (FBM) and real traffic are also examined. Open problems and future directions are also given with thoughtful discussions.
引用
收藏
页码:677 / 684
页数:8
相关论文
共 50 条
  • [31] A Self-similar Traffic Generation Model Based on Time
    Tian, Ye
    Han, Dongqi
    Liu, Lishi
    Fu, Yu
    [J]. PROCEEDINGS OF 2017 7TH IEEE INTERNATIONAL SYMPOSIUM ON MICROWAVE, ANTENNA, PROPAGATION, AND EMC TECHNOLOGIES (MAPE), 2017, : 160 - 163
  • [32] Analysis of Self-similar Traffic Based on the On/Off Model
    Ju, Fang
    Yang, Jie
    Liu, Heng
    [J]. 2009 INTERNATIONAL WORKSHOP ON CHAOS-FRACTALS THEORIES AND APPLICATIONS (IWCFTA 2009), 2009, : 301 - 304
  • [33] Performance of a queueing model with self-similar input traffic
    Aduba, CN
    Sadiku, MNO
    [J]. IEEE SOUTHEASTCON 2001: ENGINEERING THE FUTURE, PROCEEDINGS, 2001, : 40 - 43
  • [34] Signal modeling with self-similar alpha-stable processes: The fractional Levy stable motion model
    Kogon, SM
    Manolakis, DG
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (04) : 1006 - 1010
  • [35] Stochastic Analysis of Deterministic Routing Algorithms in the Presence of Self-Similar Traffic
    Geyong Min
    Mohamed Ould-Khaoua
    Demetres D. Kouvatsos
    Irfan U. Awan
    [J]. The Journal of Supercomputing, 2006, 35 : 245 - 258
  • [36] Stochastic burstiness boundary analysis of LFSN-based self-similar network traffic model
    Yu, Li
    Bai, Yun
    Zhu, Guang-Xi
    [J]. Tongxin Xuebao/Journal on Communications, 2010, 31 (05): : 16 - 21
  • [37] Analysis and Simulation of WAN Traffic by Self-Similar Traffic Model with OMNET
    Privalov, Alexander Yu.
    Tsarev, Alexander
    [J]. 2014 INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING CONFERENCE (IWCMC), 2014, : 629 - 634
  • [38] Stochastic analysis of deterministic routing algorithms in the presence of self-similar traffic
    Min, GY
    Ould-Khaoua, M
    Kouvatsos, DD
    Awan, IU
    [J]. JOURNAL OF SUPERCOMPUTING, 2006, 35 (03): : 245 - 258
  • [39] Fractional bounded arrival process for self-similar traffic policing
    Pereira, FD
    da Fonseca, NLS
    Arantes, DS
    [J]. 2003 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, VOLS 1-5: NEW FRONTIERS IN TELECOMMUNICATIONS, 2003, : 1537 - 1542
  • [40] Bandwidth allocation bounds for α-stable self-similar internet traffic models
    Karasaridis, A
    Hatzinakos, D
    [J]. PROCEEDINGS OF THE IEEE SIGNAL PROCESSING WORKSHOP ON HIGHER-ORDER STATISTICS, 1999, : 214 - 218