高速网络视频流量分析模型及特点

A. Bragg, W. Chou
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引用次数: 8

摘要

实证研究表明,高速BISDN/ATM电信网络中的视频流量流可以建模为ARMA过程,但由于场景内容和时间序列粒度的差异,有些结果会出现不一致。我们提出了一个单一源ARMA/ARIMA视频流的通用模型,该模型解释了不同时间尺度下聚合和采样频率的影响。我们将其扩展到多路独立视频流,并描述具体的经验结果如何适合框架。我们证明了一些模型的实现是非平稳的,并且在一般情况下可以放宽对平稳性的限制性假设。如果考虑时间尺度,经验结果是一致的。多个独立视频流的叠加具有一定的可预测和一致的ARMA/ARIMA特性
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analytic models and characteristics of video traffic in high speed networks
Empirical studies suggest that video traffic streams in high speed BISDN/ATM telecommunication networks can be modeled as ARMA processes, but some results appear to be inconsistent due to differences in scene content and in the granularity of the time series. We propose a generic model for single source ARMA/ARIMA video streams that explains the effects of aggregation and sampling frequency at different timescales. We extend this to multiplexed independent video streams and describe how specific empirical results fit within the framework. We show that realizations of some models are non-stationary, and that restrictive assumptions of stationarity can be relaxed in the general case. Empirical results are consistent if the timescale is considered. The superposition of multiple independent video streams has certain predictable and consistent ARMA/ARIMA characteristics.<>
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