Computer Engineering and Applications ›› 2006, Vol. 42 ›› Issue (14): 16-.

• 博士论坛 • Previous Articles     Next Articles

Modeling the MPEG-4 video traces using multi-fractal wavelet model

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  1. 山东大学信息科学与工程学院
  • Received:2006-02-20 Revised:1900-01-01 Online:2006-05-11 Published:2006-05-11

MPEG—4流的多分形小波模型仿真及性能分析

林青家,陈涤,刘允才   

  1. 山东大学信息科学与工程学院
  • 通讯作者: 林青家 linqingjia

Abstract: In this paper, first, we used Multi-fractal Wavelet Model (MWM) to characterize the MPEG-4 video traces. The model used the Haar wavelet transform and put a constrain on the wavelet coefficients to guarantee positivity. Then, we used first-order, second-order statistical methods and multi-fractal analysis ways to study the main characteristics of the simulated traces . These characteristics include pdf function, LRD, burstiness and the multi-fractal feature of the video traces. At last, we evaluated the model’s performance. Our findings are that: MWM is a simple and useful model for characterizing MPEG-4 video traces. I t can characterize the global statistical characteristics and the multi-fractal feature of the MPEG-4 video traces perfectly. But this model has its default; it exhibits a poor performance when it is applied to the traces with strong burstiness.

摘要: 本文采用多分形小波模型(MWM)对MPEG—4视频流进行仿真,其母小波采用Haar小波,并利用一阶统计、二阶统计和多分形分析的方法,对模型在刻画流量的主要统计特性(如概率密度分布、LRD特性、突发性和多分形特征)方面的性能进行了评估,其结果为:MWM模型是一个简单的和有实用价值的MPEG—4视频流的仿真模型,它可以很好地刻画出流量的全局统计特性和多分形特征,但此模型也有缺陷,对于具有高突发性的视频流量的刻画能力较弱,需要我们在以后的研究工作中加以完善。