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Secure frequency regulation in power system: A comprehensive defense strategy against FDI, DoS, and latency cyber-attacks

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  • Yang, Shaohua
  • Lao, Keng-Weng
  • Hui, Hongxun
  • Su, Jinshuo
  • Wang, Sheng

Abstract

Maintaining frequency is crucial for the security of power systems, while deep cyber–physical interactions make frequency regulation susceptible to cyber-attack risks. False data injection (FDI) attacks, denial-of-service (DoS) attacks, and latency attacks are typical types of cyber-attacks prevalent in power systems, each capable of deteriorating system frequency through distinct mechanisms and posing serious security risks. However, existing studies on frequency regulation lack security aspects that can comprehensively address all these attack types. To fill this gap, this paper investigates a security strategy to safeguard power system frequency regulation. First, considering all these attacks, the system frequency regulation system is modeled to reveal the severity of cyber-security problems, specifically the failure to maintain frequency due to cyber-attacks. Moreover, a cyber-resilient control (CRC) strategy is developed to counter FDI, DoS, and latency attacks comprehensively. The CRC strategy involves a two-step process, including a safety surface and auxiliary trajectory control. The safety surface serves as a defensive barrier against multiple cyber-attacks, while the auxiliary trajectory control activates the safety surface’s defense capability, thereby ensuring the security of system frequency. Furthermore, rigorous proofs are given based on Lyapunov theorem, demonstrating that system stability can be guaranteed by the developed CRC strategy, even under multiple types of cyber-attacks. Finally, test results confirm the efficacy of the CRC strategy. For instance, it prevents pre-existing frequency oscillations and destabilization, and also reduces the maximum frequency deviation by approximately 96.61% under multiple cyber-attacks. Therefore, the developed CRC strategy can comprehensively defend against FDI, DoS, and latency cyber-attacks, significantly contributing to the power system security.

Suggested Citation

  • Yang, Shaohua & Lao, Keng-Weng & Hui, Hongxun & Su, Jinshuo & Wang, Sheng, 2025. "Secure frequency regulation in power system: A comprehensive defense strategy against FDI, DoS, and latency cyber-attacks," Applied Energy, Elsevier, vol. 379(C).
    • Handle: RePEc:eee:appene:v:379:y:2025:i:c:s030626192402155x
    DOI: 10.1016/j.apenergy.2024.124772
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    References listed on IDEAS

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    1. Su, Jinshuo & Zhang, Hongcai & Liu, Hui & Liu, Dundun, 2025. "Lyapunov-based distributed secondary frequency and voltage control for distributed energy resources in islanded microgrids with expected dynamic performance improvement," Applied Energy, Elsevier, vol. 377(PC).
    2. Latif, Abdul & Hussain, S.M. Suhail & Das, Dulal Chandra & Ustun, Taha Selim, 2020. "State-of-the-art of controllers and soft computing techniques for regulated load frequency management of single/multi-area traditional and renewable energy based power systems," Applied Energy, Elsevier, vol. 266(C).
    3. Krayem, Alaa & Thorin, Eva & Wallin, Fredrik, 2024. "Experiences from developing an open urban data portal for collaborative research and innovation," Applied Energy, Elsevier, vol. 355(C).
    4. Hui, Hongxun & Chen, Yulin & Yang, Shaohua & Zhang, Hongcai & Jiang, Tao, 2022. "Coordination control of distributed generators and load resources for frequency restoration in isolated urban microgrids," Applied Energy, Elsevier, vol. 327(C).
    5. Liu, Xin & Lin, Xueshan & Qiu, Haifeng & Li, Yang & Huang, Tao, 2024. "Optimal aggregation and disaggregation for coordinated operation of virtual power plant with distribution network operator," Applied Energy, Elsevier, vol. 376(PA).
    6. Chen, Chunyu & Cui, Mingjian & Fang, Xin & Ren, Bixing & Chen, Yang, 2020. "Load altering attack-tolerant defense strategy for load frequency control system," Applied Energy, Elsevier, vol. 280(C).
    7. Yang, Shaohua & Lao, Keng-Weng & Hui, Hongxun & Chen, Yulin, 2023. "A robustness-enhanced frequency regulation scheme for power system against multiple cyber and physical emergency events," Applied Energy, Elsevier, vol. 350(C).
    8. Yao, Lingxiang & Guan, Zhiwen & Wang, Yang & Hui, Hongxun & Luo, Shuyu & Jia, Chuyun & You, Xingxing & Xiao, Xianyong, 2025. "Evaluating the feasibility of concentrated solar power as a replacement for coal-fired power in China: A comprehensive comparative analysis," Applied Energy, Elsevier, vol. 377(PA).
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