A Blockchain-Based Intrusion Detection System Using Viterbi Algorithm and Indirect Trust for IIoT Systems

Geetanjali Rathee, Kerrache Chaker Abdelaziz, M. Ferrag
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引用次数: 10

Abstract

The industrial internet of things (IIoT) is considered a new paradigm in the era of wireless communication for performing automatic communication in the network. However, automatic computation and data recognition may invite several security and privacy threats into the system during the sharing of information. There exist several intrusion detection systems (IDS) that have been proposed by several researchers. However, none of them is able to maintain accuracy while identifying the threats and give a high false-positive rate in the network. Further, the existing IDS are not able to recognize the new patterns or anomalies in the network. Therefore, it is necessary to propose a new IDS. The aim of this paper is to propose an IDS using the Viterbi algorithm, indirect trust, and blockchain mechanism for IIoT to ensure the required security levels. The Viterbi algorithm and indirect trust mechanism are used to measure the probability of malicious activities occurring in the network while generating, recording, and shipping products in an IIoT environment. Further, the transparency of the system is maintained by integrating blockchain mechanisms with Viterbi and indirect methods. The proposed framework is validated and analyzed against various security measures by comparing it with the existing approaches.
基于Viterbi算法和间接信任的区块链入侵检测系统
工业物联网(IIoT)被认为是无线通信时代实现网络自动通信的新范式。然而,自动计算和数据识别可能会在信息共享过程中给系统带来一些安全和隐私威胁。入侵检测系统(IDS)是由一些研究者提出的。然而,它们都不能在识别威胁的同时保持准确性,并在网络中给出高误报率。此外,现有的入侵检测系统无法识别网络中的新模式或异常。因此,有必要提出一种新的IDS。本文的目的是为IIoT提出一个使用Viterbi算法、间接信任和区块链机制的IDS,以确保所需的安全级别。利用Viterbi算法和间接信任机制,衡量IIoT环境下产品生成、记录和运输过程中网络中发生恶意活动的概率。此外,通过将区块链机制与Viterbi和间接方法相结合来保持系统的透明度。通过与现有方法的比较,对所提出的框架进行了各种安全措施的验证和分析。
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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