A Diffusion Approximation of ATM Traffic for Statistical Multiplexing

H. Kobayashi, Q. Ren
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引用次数: 1

Abstract

We introduce a diffusion process model to approximately characterize the output process of a statistical multiplexer for a heterogeneous set of traffic sources. Statistical multiplexing is the basic principle for ATM (asynchronous transfer mode) fast packet switching adopted by the B-ISDN (Broadband Integrated Services Digital Networks) architecture. This diffusion process can then be approximated by a multi-dimensional Ornstein-Uhlenbeck process. The packet arrival process is shown to be a Gaussian (but not Markov) process, which adequately captures the correlated nature of packet arrivals and determine the statistical behavior of the buffer content. Some simulated sample paths and estimated correlation functions will be shown to verify the diffusion approximation. We then apply our analytical results to evaluate the multiplexer’s dynamic behavior, i.e., the time-dependent packet loss probabilities and the transient periods at the cell and burst levels.
统计复用ATM流量的扩散近似
我们引入了一个扩散过程模型来近似表征统计多路复用器在异构流量源集合下的输出过程。统计复用是B-ISDN(宽带综合业务数字网)架构采用的ATM(异步传输模式)快速分组交换的基本原理。这个扩散过程可以用一个多维的Ornstein-Uhlenbeck过程来近似。数据包到达过程显示为高斯(但不是马尔可夫)过程,它充分捕获数据包到达的相关性质,并确定缓冲区内容的统计行为。将显示一些模拟样本路径和估计的相关函数来验证扩散近似。然后,我们应用我们的分析结果来评估多路复用器的动态行为,即,随时间的数据包丢失概率和在小区和突发水平的瞬态周期。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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