Voltage-Sensitivity-Based Attack Strategy Against Remote State Estimation in Power Systems: Attack Design and Mitigation

IF 6.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automation Science and Engineering Pub Date : 2025-01-15 DOI:10.1109/TASE.2025.3529881
Guowei Liu;Engang Tian;Huwei Chen
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Abstract

This paper investigates the attack-defense framework for power systems, a novel voltage-sensitivity-based (VSB) attack schedule method is proposed to maximize the attack destructiveness of the remote estimator of the target bus in the power system, and a mitigation mechanism is also constructed to make up for the negative effect of the proposed attacks. Firstly, the relationship between voltage and input current at different buses within the power system is analyzed, and the voltage sensitivity of target buses to other buses is calculated. Based on this, a VSB attack strategy is proposed to maximize the attack disruption on the target bus by targeting those with higher voltage sensitivity. Secondly, considering the clear periodicity of voltage signals, an enhanced local outlier factor algorithm is proposed to mitigate the proposed attack strategy. This algorithm can identify abnormal situations by detecting outliers and compensate for the attack by establishing a voltage model. Finally, the effectiveness of both the attack design method and mitigation strategy is validated through extensive simulation experiments conducted on the IEEE 14-bus and 118-bus systems. Note to Practitioners—This paper is motivated by the escalating challenges of attack-defense problems in power systems. From the perspective of attackers, existing DoS attack strategies often lack discrimination. They operate without considering the specific characteristics of the target, proceeding with attacks based on predetermined sequences while disregarding the varying importance of information carried by different targets. In response, this paper proposes a novel VSB attack strategy that utilizes readily available information to evaluate the voltage sensitivity of each bus within the power system. By targeting buses with high sensitivity, this strategy aims to magnify its destructive impact. From the perspective of defenders, this paper proposes utilizing the periodicity of voltage signals to mitigate the aforementioned attack strategy. Through simulation, the effectiveness of the proposed attack-defense framework is demonstrated from both attacker and defender perspectives.
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基于电压敏感性的电力系统远程状态估计攻击策略:攻击设计与缓解
研究了电力系统的攻击防御框架,提出了一种基于电压灵敏度(VSB)的攻击调度方法,以最大限度地提高电力系统中目标母线远程估计器的攻击破坏性,并构建了一种缓解机制来弥补所提出攻击的负面影响。首先,分析了电力系统内不同母线的电压与输入电流的关系,计算了目标母线对其他母线的电压敏感性。在此基础上,提出了一种VSB攻击策略,以电压灵敏度较高的母线为攻击目标,使攻击中断最大化。其次,考虑到电压信号具有明显的周期性,提出了一种增强的局部离群因子算法来缓解所提出的攻击策略。该算法通过检测异常值来识别异常情况,并通过建立电压模型来补偿攻击。最后,通过在IEEE 14总线和118总线系统上进行的大量仿真实验,验证了攻击设计方法和缓解策略的有效性。给从业人员的说明——本文的动机是电力系统中攻击防御问题不断升级的挑战。从攻击者的角度来看,现有的DoS攻击策略往往缺乏辨别力。他们不考虑目标的具体特征,根据预定的顺序进行攻击,而忽视不同目标所携带信息的不同重要性。为此,本文提出了一种新的VSB攻击策略,该策略利用现成的信息来评估电力系统内各母线的电压敏感性。通过瞄准高灵敏度的公交车,该策略旨在扩大其破坏性影响。从防御者的角度出发,本文提出利用电压信号的周期性来减轻上述攻击策略。通过仿真,从攻击者和防御者的角度验证了所提出的攻击防御框架的有效性。
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来源期刊
IEEE Transactions on Automation Science and Engineering
IEEE Transactions on Automation Science and Engineering 工程技术-自动化与控制系统
CiteScore
12.50
自引率
14.30%
发文量
404
审稿时长
3.0 months
期刊介绍: The IEEE Transactions on Automation Science and Engineering (T-ASE) publishes fundamental papers on Automation, emphasizing scientific results that advance efficiency, quality, productivity, and reliability. T-ASE encourages interdisciplinary approaches from computer science, control systems, electrical engineering, mathematics, mechanical engineering, operations research, and other fields. T-ASE welcomes results relevant to industries such as agriculture, biotechnology, healthcare, home automation, maintenance, manufacturing, pharmaceuticals, retail, security, service, supply chains, and transportation. T-ASE addresses a research community willing to integrate knowledge across disciplines and industries. For this purpose, each paper includes a Note to Practitioners that summarizes how its results can be applied or how they might be extended to apply in practice.
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