确定性树突状细胞算法在智能电网网络攻击检测中的应用

O. Igbe, Ihab Darwish, T. Saadawi
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引用次数: 24

摘要

分布式网络协议v3.0 (DNP3)是智能电网通信中应用最广泛的协议之一。近年来,可能对智能电网等关键基础设施造成大规模破坏的安全挑战已经出现。本文研究了针对利用DNP3协议的智能电网的攻击,以及如何使用基于人工免疫系统(AIS)的树突状细胞算法(DCA)的确定性版本检测这些攻击。为了评估dca的有效性,我们通过实施各种攻击,然后在DNP3智能电网环境中执行它们,生成了一个测试数据集。我们展示了我们的结果,表明使用基于DCA的体系结构可以成功检测到这些攻击。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Deterministic Dendritic Cell Algorithm Application to Smart Grid Cyber-Attack Detection
The Distributed Network Protocol v3.0 (DNP3) is one of the most widely used protocols for smart grid communications. Security challenges which could cause great scale of damages to critical infrastructure like the smart grid have emerged in recent years. This paper investigates the attacks that target smart grids which utilize the DNP3 protocol, and how these attacks can be detected using the deterministic version of the Dendritic Cell Algorithm (DCA) which is an Artificial Immune System (AIS)-based algorithm. To evaluate DCAs effectiveness, we generated a testing dataset, by implementing various attacks then executing them in a DNP3 smart grid environment. We present our results, showing that these attacks can be successfully detected using an architecture based on the DCA.
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