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Modeling and Forecasting of End-to-End Available Bandwidth in Wide Area Networks

机译:广域网中端到端可用带宽的建模和预测

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This paper studied modeling and forecasting end-to-end available bandwidth in Wide Area Networks using time series models. We used the ARIMA(p,d,q) and SARIMA (p,d,q)(P,D,Q)[s] models to model available bandwidth data sets published by Stanford Linear Accelerator Center (SLAC) in 2009. We found that both models can be used to model available bandwidth along an end-to-end path. In addition, our results indicated that SARIMA outperforms ARIMA in forecasting future available bandwidth.
机译:本文研究了使用时间序列模型对广域网中端到端可用带宽进行建模和预测。我们使用ARIMA(p,d,q)和SARIMA(p,d,q)(P,D,Q)[s]模型对由Stanford Linear Accelerator Center(SLAC)在2009年发布的可用带宽数据集进行建模。发现两个模型都可用于对沿端到端路径的可用带宽建模。此外,我们的结果表明,在预测未来可用带宽方面,SARIMA优于ARIMA。

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