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Measurement and analysis of traffic in a hybrid satellite-terrestrial network.

机译:混合卫星-地面网络中流量的测量和分析。

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摘要

Measurement and analysis of traffic traces are important for better understanding of network behaviour. In this research, we collected traffic traces from a hybrid satellite-terrestrial network operated by ChinaSat, a commercial satellite Internet service provider.;We performed traffic analysis on packet, connection, protocol, and application layers. We investigated self-similar and long-range dependent characteristics of the collected traffic traces by employing various estimators. A traffic model on the TCP connection level was proposed. The relative fitness of various distributions functions was investigated. We concluded that Weibull and lognormal distributions are ideal for modelling the TCP inter arrival times and the number of downloaded bytes, respectively.;We then used billing records data to obtain one-week traffic prediction using autoregressive integrated moving average model. We implemented and evaluated the predictability of the redundant wavelet transform and combined it with autoregressive model to perform short-term traffic prediction.
机译:流量跟踪的测量和分析对于更好地了解网络行为很重要。在这项研究中,我们从商业卫星互联网服务提供商ChinaSat运营的混合卫星-地面网络收集了流量跟踪;我们对数据包,连接,协议和应用程序层进行了流量分析。我们通过采用各种估计器来调查收集到的交通迹线的自相似性和长期依赖性。提出了TCP连接级别的流量模型。研究了各种分布函数的相对适合度。我们得出的结论是,Weibull分布和对数正态分布分别是对TCP到达时间和下载字节数进行建模的理想选择;然后,我们使用计费记录数据,使用自回归综合移动平均模型来获得为期一周的流量预测。我们实现并评估了冗余小波变换的可预测性,并将其与自回归模型结合以执行短期流量预测。

著录项

  • 作者

    Shao, Qing.;

  • 作者单位

    Simon Fraser University (Canada).;

  • 授予单位 Simon Fraser University (Canada).;
  • 学科 Engineering Civil.;Transportation.
  • 学位 M.A.Sc.
  • 年度 2004
  • 页码 72 p.
  • 总页数 72
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 建筑科学;综合运输;
  • 关键词

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