Power-attack: a comprehensive tool-chain for modeling and simulating attacks in power systems

A. Chhokra, C. Barreto, A. Dubey, G. Karsai, X. Koutsoukos
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引用次数: 1

Abstract

Due to the increased deployment of novel communication, control and protection functions, the grid has become vulnerable to a variety of attacks. Designing robust machine learning based attack detection and mitigation algorithms require large amounts of data that rely heavily on a representative environment, where different attacks can be simulated. This paper presents a comprehensive tool-chain for modeling and simulating attacks in power systems. The paper makes the following contributions, first, we present a probabilistic domain specific language to define multiple attack scenarios and simulation configuration parameters. Secondly, we extend the PyPower-dynamics simulator with protection system components to simulate cyber attacks in control and protection layers of power system. In the end, we demonstrate multiple attack scenarios with a case study based on IEEE 39 bus system.
电力攻击:一个全面的工具链,用于建模和模拟电力系统中的攻击
由于新型通信、控制和保护功能的增加,电网变得容易受到各种攻击。设计健壮的基于机器学习的攻击检测和缓解算法需要大量的数据,这些数据严重依赖于一个具有代表性的环境,在这个环境中可以模拟不同的攻击。本文提出了一种用于电力系统攻击建模和仿真的综合工具链。本文做了以下贡献:首先,我们提出了一种概率域特定语言来定义多种攻击场景和仿真配置参数。其次,我们扩展PyPower-dynamics模拟器,加入保护系统组件,模拟电力系统控制层和保护层的网络攻击。最后,我们通过基于IEEE 39总线系统的案例研究演示了多种攻击场景。
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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