基于卡尔曼滤波的智能电网攻击/故障检测与隔离

K. Manandhar, Xiaojun Cao
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引用次数: 7

摘要

本文对智能电网系统中的攻击/故障检测与隔离进行了研究。首先,建立了电网系统的数学模型。然后讨论了基于卡尔曼滤波的广义观测器方案(GOS)的攻击/故障检测与隔离。使用χ2检测器进行攻击评估。尽管GOS在隔离单个传感器上的攻击/故障方面是有效的,但它无法隔离多个传感器上的同时攻击/故障。为了隔离对多个传感器的同时攻击,提出了一种迭代观测器方案(IOS)。提出的(IOS)方案将电网系统中提供测量的传感器集合划分为子集,并对子集进行迭代测试,最终隔离受攻击的区域/传感器。仿真结果表明了该方案在检测和隔离电网系统攻击或故障方面的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Attacks/faults detection and isolation in the Smart Grid using Kalman Filter
In this paper, attacks/faults detection and isolation in the Smart Grid system are studied. First, a mathematical model of the power grid system is derived. Then, detection and isolation of attacks/faults using Generalized Observer Scheme (GOS) implementing Kalman Filter are discussed. The attack assessment is performed using χ2-detector. Even though, GOS is effective in isolating attacks/faults on a single sensor, it is unable to isolate simultaneous attacks/faults on multiple sensors. In order to isolate simultaneous attacks on multiple sensors, an Iterative Observer Scheme (IOS) is proposed. The proposed (IOS) scheme divides the set of sensors providing measurements in the power grid system into subsets and performs the tests on the subsets iteratively, eventually isolating the region/sensors under attack. Simulation results show the effectiveness of the proposed scheme in detecting and isolating attacks or faults in the power grid system.
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