Performance Oriented Dynamic Bypassing for Intrusion Detection Systems

Lukas Iffländer, Jonathan Stoll, Nishant Rawtani, Veronika Lesch, K. Lange, Samuel Kounev
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引用次数: 1

Abstract

Attacks on software systems are becoming more and more frequent, aggressive and sophisticated. With the changing threat landscape, in 2018, organizations are looking at when they will be attacked, not if. Intrusion Detection Systems (IDSs) can help in defending against these attacks. The systems that host IDSs require extensive computing resources as IDSs tend to detect attacks under overloaded conditions wrongfully. With the end of Moore's law and the growing adoption of Internet of Things, designers of security systems can no longer expect processing power to keep up the pace with them. This limitation requires ways to increase the performance of these systems without adding additional compute power. In this work, we present two dynamic and a static approach to bypass IDS for traffic deemed benign. We provide its prototype implementation and evaluate our solution. Our evaluation shows promising results. Performance is increased up to the level of a system without an IDS. Attack detection is within the margin of error from the 100% rate. However, our findings show that dynamic approaches perform best when using software switches. The use of a hardware switch reduces the detection rate and performance significantly.
面向性能的入侵检测系统动态旁路
对软件系统的攻击变得越来越频繁、激进和复杂。随着威胁形势的变化,在2018年,组织正在关注他们何时会受到攻击,而不是是否会受到攻击。入侵检测系统(ids)可以帮助防御这些攻击。承载ids的系统需要大量的计算资源,因为ids容易在过载情况下错误地检测攻击。随着摩尔定律的终结和物联网的日益普及,安全系统的设计者不能再指望处理能力能跟上他们的步伐。这种限制要求在不增加额外计算能力的情况下提高这些系统的性能。在这项工作中,我们提出了两种动态和静态的方法来绕过IDS的流量被认为是良性的。我们提供了它的原型实现并评估了我们的解决方案。我们的评估显示出可喜的结果。性能提高到没有IDS的系统的水平。攻击检测在100%的误差范围内。然而,我们的研究结果表明,动态方法在使用软件开关时表现最佳。使用硬件开关可以显著降低检测率和性能。
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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