Energy efficient and high throughput prefix-based pattern matching technique on TCAMs for NIDS

IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Integration-The Vlsi Journal Pub Date : 2024-12-10 DOI:10.1016/j.vlsi.2024.102310
Sameera Shaik , S.M. Srinivasavarma Vegesna , Noor Mahammad S.K.
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Abstract

Intrusion Detection System (IDS) is a type of packet filtering that ensures network security by analyzing the packets flowing through the network and detecting any malicious pattern(s) present in them. In signature-based NIDS, pattern matching is the critical step as it determines the system’s performance. The throughput of the system, inherently, relies on the delay required to match an input pattern. Hardware-based high-speed pattern matching algorithms are popularly used to speed up the pattern matching process and improve the system’s performance. Ternary Content Addressable Memory (TCAM) is one such memory in which the input pattern is simultaneously launched on all the match lines. Since all the match lines and search lines are activated at a given instance, the power consumed per search is extremely high. To address this issue, this paper proposes an approach in which the match is carried out with an n-bit prefix of the input pattern that enables a smaller TCAM unit, which contains the patterns having this prefix. A significant improvement in energy is observed since a single TCAM segment is enabled for a single search. The results are compared with existing solutions, and energy improvement of 96.1% is observed with worst case and best case throughput of 17Gbps and 148Gbps, respectively.
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面向NIDS的基于前缀的高能效高通量模式匹配技术
入侵检测系统(IDS)是一种包过滤,通过分析流经网络的数据包并检测其中存在的任何恶意模式来确保网络安全。在基于签名的入侵检测中,模式匹配是决定系统性能的关键步骤。系统的吞吐量本质上依赖于匹配输入模式所需的延迟。基于硬件的高速模式匹配算法被广泛用于加速模式匹配过程和提高系统性能。三元内容可寻址存储器(TCAM)就是这样一种存储器,其中输入模式在所有匹配行上同时启动。由于所有匹配行和搜索行都在给定实例中被激活,因此每次搜索所消耗的功率非常高。为了解决这个问题,本文提出了一种方法,该方法使用输入模式的n位前缀进行匹配,从而实现更小的TCAM单元,其中包含具有该前缀的模式。由于单个TCAM片段可用于单个搜索,因此可以观察到能量的显着改善。结果与现有解决方案进行了比较,在最坏情况和最佳情况下吞吐量分别为17Gbps和148Gbps的情况下,能量改善了96.1%。
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来源期刊
Integration-The Vlsi Journal
Integration-The Vlsi Journal 工程技术-工程:电子与电气
CiteScore
3.80
自引率
5.30%
发文量
107
审稿时长
6 months
期刊介绍: Integration''s aim is to cover every aspect of the VLSI area, with an emphasis on cross-fertilization between various fields of science, and the design, verification, test and applications of integrated circuits and systems, as well as closely related topics in process and device technologies. Individual issues will feature peer-reviewed tutorials and articles as well as reviews of recent publications. The intended coverage of the journal can be assessed by examining the following (non-exclusive) list of topics: Specification methods and languages; Analog/Digital Integrated Circuits and Systems; VLSI architectures; Algorithms, methods and tools for modeling, simulation, synthesis and verification of integrated circuits and systems of any complexity; Embedded systems; High-level synthesis for VLSI systems; Logic synthesis and finite automata; Testing, design-for-test and test generation algorithms; Physical design; Formal verification; Algorithms implemented in VLSI systems; Systems engineering; Heterogeneous systems.
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