Towards Accelerating Intrusion Detection Operations at the Edge Network using FPGAs

Y. Rebahi, Faruk Catal, Nikolay Tcholtchev, Laurenz Maedje, Omar Alkhateeb, Vinoth Kumar Elangovan, Dimitris Apostolakis
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Abstract

In the current paper, we present our work towards accelerating intrusion detection operations at the edge network using FPGAs. Cloud computing and network function virtualization have led to a new appealing paradigm for service delivery and management. Unfortunately, this paradigm fails to correctly support IoT applications and services that seek better communication platforms. Security as a Service can also be seen as a cloud-based model that needs to be accommodated to fulfill these services requirements. Again, one of the main issues to be addressed in this context is how to improve the performance of such systems or services in order to make them capable of coping with the huge amount of data while remaining reliable. A potential solution is the FPGA based edge computing, which is a powerful combination offering FPGA acceleration capabilities together with edge and fog benefits. Indeed, our work focusses on devising an Intrusion Prevention architecture called FORTISEC (40SEC), that is meant to operate in a completely softwarized as well as in an FPGA mode. Thereby, we present suitable algorithms, design principles and well defined components towards the implementation of accelerated intrusion prevention on the edge. We also present a testbed being utilized for the implementation of 40SEC and its performance testing.
基于fpga的边缘网络入侵检测提速研究
在本文中,我们介绍了使用fpga加速边缘网络入侵检测操作的工作。云计算和网络功能虚拟化为服务交付和管理带来了一种新的吸引人的范式。不幸的是,这种模式无法正确支持寻求更好通信平台的物联网应用和服务。安全即服务也可以被看作是一个基于云的模型,需要适应它来满足这些服务需求。同样,在此上下文中要解决的主要问题之一是如何改进此类系统或服务的性能,以使它们能够在保持可靠性的同时处理大量数据。一个潜在的解决方案是基于FPGA的边缘计算,它是一个强大的组合,提供FPGA加速功能以及边缘和雾的好处。事实上,我们的工作重点是设计一种名为FORTISEC (40SEC)的入侵防御体系结构,它意味着在完全软件化和FPGA模式下运行。因此,我们提出了适合的算法、设计原则和定义良好的组件来实现边缘上的加速入侵防御。我们还提供了一个用于实现40SEC及其性能测试的测试平台。
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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