IEEE Transactions on Broadcasting · 2004 · 33 citations · 16 references
ComputingCommunicationDigital CommunicationMultiscale ModelingQueuing TheoryGaussian ProcessesProbability DistributionsVideo AnalysisGaussian DistributionsMultifractal ProcessesMultiplier DesignMultiscale AnalysisMultiscale Composite ModelingTime ScalesTraffic Pattern AnalysisTraffic Stream Modeling
This paper studies modeling approach of MPEG-4 VBR video traffic based on multifractal multiplicative model. Multiscale analysis reveals that the multiplier distribution is different in style on different time scales. Based on statistical characteristics of the multipliers, a composite modeling approach is proposed: Gaussian distribution is used to fit multiplier distribution at large time scales, a new statistical distribution-Symmetric Pareto distribution to fit multiplier distribution at small time scales and a linear model to model frame traffic. Simulations are performed to validate the good effect of this approach.
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Long-range dependence in variable-bit-rate video traffic
Jan Beran, Robert P. Sherman, Murad S. Taqqu et al. · IEEE Transactions on Communications · 1995 · 1.2K citations