A Comparative Analysis of BGP Anomaly Detection and Robustness Algorithms

K. Sriram, O. Borchert, Okhee Kim, P. Gleichmann, D. Montgomery
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引用次数: 23

Abstract

We present an evaluation methodology for comparison of existing and proposed new algorithms for Border Gateway Protocol (BGP) anomaly detection and robustness. A variety of algorithms and alert tools have been proposed and/or prototyped recently. They differ in the anomaly situations which they attempt to alert or mitigate, and also in the type(s) of data they use. Some are based on registry data from Regional Internet Registries (RIRs) and Internet Routing Registries (IRRs) - an example is the Nemecis tool. Others such as the Prefix Hijack Alert System (PHAS) and the Pretty Good BGP (PGBGP) are driven by BGP trace data. The trace data is obtained from Reseaux Internet Protocol Europeens - Routing Information Service (RIPE-RIS), Routeviews, or a BGP speaker where the algorithm operates. We propose a new algorithm that combines the use of both registry and trace data, and also makes some key improvements over existing algorithms. We have built an evaluation platform called TERRAIN (Testing and Evaluation of Routing Robustness in Assurable Inter-domain Networking) on which these algorithms can be tested and empirically compared based on real and/or synthetic anomalies in BGP messages. We will present a variety of results providing interesting insights into the comparative utility and performance of the various BGP robustness algorithms.
BGP异常检测与鲁棒性算法的比较分析
我们提出了一种评估方法,用于比较现有的和提出的边界网关协议(BGP)异常检测和鲁棒性的新算法。最近,各种算法和警报工具已经被提出和/或原型化。它们在试图警告或缓解的异常情况以及它们使用的数据类型方面有所不同。其中一些基于来自区域互联网注册管理机构(rir)和互联网路由注册管理机构(irr)的注册管理数据——Nemecis工具就是一个例子。其他如前缀劫持警报系统(PHAS)和PGBGP (Pretty Good BGP)都是由BGP跟踪数据驱动的。跟踪数据来自RIPE-RIS (Internet Protocol Europeens - Routing Information Service)、Routeviews或运行该算法的BGP speaker。我们提出了一种结合注册表和跟踪数据的新算法,并对现有算法进行了一些关键改进。我们已经建立了一个评估平台,称为地形(测试和评估路由鲁棒性在可保证域间网络),在这个平台上,这些算法可以测试和经验比较基于真实和/或合成异常的BGP消息。我们将提供各种结果,提供对各种BGP鲁棒性算法的比较效用和性能的有趣见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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