一种验证电网状态估计隐形攻击的形式化模型

M. Rahman, E. Al-Shaer, Md. Ashfaqur Rahman
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引用次数: 26

摘要

电力系统状态估计是保证电力系统安全、可靠、高效运行的重要手段。攻击者可以破坏仪表或通信系统并引入错误的测量,这可以逃避现有的坏数据检测算法并导致错误的状态估计。这种隐形攻击被称为未检测到的虚假数据注入(UFDI)攻击。然而,攻击者通常在知识、能力、资源和攻击目标方面有不同的约束。为了了解潜在的攻击向量,必须考虑这些攻击属性。本文提出了一种用于UFDI攻击验证的形式化模型,为电网状态估计提供安全分析。我们的模型形式化了网格信息和不同的约束,特别是关于攻击者的观点。该模型的解决方案通过满足给定的约束,提供了一个存在的攻击向量。我们通过一个例子来演示我们的UFDI攻击验证模型。我们通过在不同的IEEE测试系统上运行实验来评估我们提出的模型,我们发现我们的模型在解决数百个总线的问题时非常有效。
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A formal model for verifying stealthy attacks on state estimation in power grids
The power system state estimation is very important for maintaining the power system securely, reliably, and efficiently. An attacker can compromise meters or communication systems and introduce false measurements, which can evade existing bad data detection algorithms and lead to incorrect state estimation. This kind of stealthy attack is well-known as Undetected False Data Injection (UFDI) attack. However, attackers usually have different constraints with respect to knowledge, capabilities, resources, and attack targets. These attack attributes are important to consider in order to know the potential attack vectors. In this paper, we propose a formal model for UFDI attack verification in order to provide security analytics for power grid state estimation. Our model formalizes the grid information and different constraints, particularly with respect to attackers' point of view. The solution to the model provides an attack vector, when it exists, by satisfying the given constraints. We demonstrate our UFDI attack verification model with the help of an example. We evaluated our proposed model by running experiments on different IEEE test systems and we found that our model is very efficient in solving problems with hundreds of buses.
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