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Monitoring the Spatial-Temporal Effect of Internet Traffic Based on Random Matrix Theory

机译:基于随机矩阵理论监测互联网流量的空间效应

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Monitoring traffic pattern is always an important approach to improve the performance of computer networks. In recent years, Peer-to-Peer (P2P) service gradually dominates the Internet traffic against traditional Client-Server (C-S) service such as Web. The changed situation of networks is mainly in two aspects. One is that popular P2P file-sharing applications require both board downstream and upstream bandwidth, which conflicts to asymmetry structure of the C-S service oriented networks, and another is that the topology of P2P overlay networks is varying with peers joining and leaving. The dramatic shift of Internet traffic may cause different patterns from that observed in early years. This leads a new round of Internet measurement, which requires effective monitoring of network-wide traffic within the region of ISP or autonomous system. Unfortunately, few of technologies can capture well the dynamics of C-S and P2P traffic in a macroscopic level. In this paper, we propose a method based on Random Matrix Theory (RMT) for the detection of network-wide traffic pattern. Using only a few observation points, our method can monitor the macroscopic effect of the Internet traffic. We show that such macroscopic-level monitoring can be used to capture shifts in spatial-temporal patterns caused by P2P and C-S traffic, and inform where and when P2P and C-S traffic possibly arise in transit networks.
机译:监控流量模式始终是提高计算机网络性能的重要方法。近年来,点对点(P2P)服务逐渐占据互联网流量对抗传统客户端 - 服务器(C-S)服务,如Web。网络的变化情况主要是两个方面。一个是流行的P2P文件共享应用程序需要董事会下游和上游带宽,这与C-S面向网络的不对称结构冲突,另一个是P2P覆盖网络的拓扑与对等体加入和离开的拓扑。互联网流量的急剧转变可能导致在初期观察到的不同模式。这导致了新一轮的互联网测量,这需要有效监测ISP或自主系统区域内的网络范围的流量。不幸的是,很少有技术可以在宏观层面中捕获C-S和P2P流量的动态。在本文中,我们提出了一种基于随机矩阵理论(RMT)的方法,用于检测网络范围的交通模式。只使用几个观察点,我们的方法可以监控互联网流量的宏观效果。我们表明,这种宏观级监测可用于捕获由P2P和C-S流量引起的空间模式模式的移位,并通知在运输网络中可能出现的P2P和C-S流量。

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