Environment-Independent Online Real-Time Traffic Identification

M. Tai, S. Ata, I. Oka
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引用次数: 2

Abstract

In the current Internet, there is a real need for the online real-time traffic identification technique to provide different services for real-time and bulk applications. Previously, it is easy to identify real-time traffic by checking the protocol/port number in IP header, however, it becomes more difficult due to the existence of real-time traffic over TCP connection, P2P and VPN. Previously, we have proposed the online identification method based on flow statistics without checking the protocol/port number to solve these problems. However, this technique performance is unstable due to environment dependency. In this paper, at first, we reanalyze the characteristics of bulk and streaming traffic flows, which shows that the packet arrival interval varies significantly among high-bitrate, low- bitrate and bulk flows. Second, we propose a new identification method without using a fixed threshold depending on network environment. Finally, testing shows that its identification accuracy is higher than that of a previous method, which recognizes only two types of flows. It also shows that the improved method is robust against differences in the network environment.
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与环境无关的在线实时流量识别
在当前的互联网环境下,迫切需要在线实时流量识别技术来为实时和批量应用提供不同的服务。以前,通过IP头中的协议/端口号很容易识别实时流量,但由于TCP连接、P2P和VPN上的实时流量的存在,识别实时流量变得更加困难。在此之前,我们提出了不检查协议/端口号的基于流量统计的在线识别方法来解决这些问题。然而,由于环境依赖性,该技术的性能不稳定。本文首先重新分析了大流量和流数据流的特征,发现高比特率流、低比特率流和大流量流的数据包到达时间间隔存在显著差异。其次,我们提出了一种新的识别方法,无需根据网络环境使用固定阈值。最后,测试结果表明,该方法的识别精度高于仅识别两种类型流的方法。结果表明,改进后的方法对不同网络环境具有较强的鲁棒性。
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