A Resilient Predictive Control Framework for Frequency Regulation in EV-Integrated Power Systems Against Covert Cyberattacks

IF 5.2 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
IEEE Transactions on Industry Applications Pub Date : 2026-09-01 Epub Date: 2026-01-22 DOI:10.1109/TIA.2026.3656810
Mohammad Mahdi Soleymani;Masoud Babaei Vavdareh;Mohsen Ghafouri;Danial Jafarigiv;Ribal Atallah;Chadi Assi
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引用次数: 0

Abstract

The growing penetration of renewable energy sources in multi-area interconnected power systems (MAIPSs) poses significant challenges for frequency regulation (FR) due to their variable and intermittent output. Electric vehicles (EVs) equipped with vehicle-to-grid technology have emerged as a promising resource to support FR, offering a fast and flexible response. However, the use of open communication networks for real-time coordination among control centers, measurement units, and EV aggregators exposes the system to cyberattacks, particularly covert attacks. These highly stealthy attacks manipulate control commands to degrade FR performance while simultaneously altering measurements to evade detection. To mitigate these attacks, this paper proposes a resilient model predictive control (MPC) framework for EV-supported FR in MAIPSs under covert attacks. The proposed framework combines a primary one-step delay MPC (PD-MPC) for secure nominal operation with an auxiliary MPC (A-MPC) designed to ensure a smooth transition back to nominal performance immediately after an attack ends. An attackduration assessment is introduced to trigger communication restoration only for prolonged attacks, which avoids unnecessary disconnection–reconnection cycles. Practical limits—governor dead band, generation-rate constraints, and EV frequency regulation capacity—are enforced via tightened MPC constraints to maintain feasibility under normal and attack conditions. The framework also provides formal guarantees that the closed-loop control remains feasible, satisfies these constraints, and is stable under both normal operation and covert attacks. Real-time simulations on the modified New England 39-bus power system, conducted on an OPAL-RT/RT-LAB platform, demonstrate the effectiveness of the proposed framework against covert attacks.
针对隐蔽网络攻击的电动汽车集成电力系统频率调节弹性预测控制框架
可再生能源在多区域互联电力系统(maips)中的日益普及,由于其输出的可变和间歇性,对频率调节(FR)提出了重大挑战。配备车辆到电网技术的电动汽车(ev)已成为支持FR的一种有前途的资源,可以提供快速灵活的响应。然而,在控制中心、测量单元和EV聚合器之间使用开放式通信网络进行实时协调,使系统容易受到网络攻击,特别是隐蔽攻击。这些高度隐蔽的攻击操纵控制命令来降低FR性能,同时改变测量值以逃避检测。为了减轻这些攻击,本文提出了一种针对隐蔽攻击下maips中ev支持FR的弹性模型预测控制(MPC)框架。该框架结合了主要的一步延迟MPC (PD-MPC)和辅助MPC (a -MPC),以确保在攻击结束后立即顺利过渡到标称性能。引入攻击持续时间评估,仅针对长时间攻击触发通信恢复,避免不必要的断开-重新连接循环。实际限制——调控器死区、发电速率约束和EV频率调节能力——通过收紧MPC约束来强制执行,以保持在正常和攻击条件下的可行性。该框架还提供了形式保证闭环控制保持可行,满足这些约束,并且在正常操作和隐蔽攻击下都是稳定的。在OPAL-RT/RT-LAB平台上对改进后的新英格兰39总线电力系统进行了实时仿真,验证了所提出的框架对隐蔽攻击的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Industry Applications
IEEE Transactions on Industry Applications 工程技术-工程:电子与电气
CiteScore
9.90
自引率
9.10%
发文量
747
审稿时长
3.3 months
期刊介绍: The scope of the IEEE Transactions on Industry Applications includes all scope items of the IEEE Industry Applications Society, that is, the advancement of the theory and practice of electrical and electronic engineering in the development, design, manufacture, and application of electrical systems, apparatus, devices, and controls to the processes and equipment of industry and commerce; the promotion of safe, reliable, and economic installations; industry leadership in energy conservation and environmental, health, and safety issues; the creation of voluntary engineering standards and recommended practices; and the professional development of its membership.
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