Article, 2024

Watermarking-Based Defense Mechanism in LFC of Electricity Grids Compromised by Covert Attacks

IEEE Transactions on Circuits & Systems II Express Briefs, ISSN 1549-7747, 1558-3791, Volume PP, 99, Page 1, 10.1109/tcsii.2024.3396734

Contributors

Oshnoei, Soroush 0000-0002-5059-3065 [1] Aghamohammadi, Mohammad Reza [1] Heidary, Jalal 0000-0002-2872-8904 [2] Khooban, Mohammad Hassan [3]

Affiliations

  1. [1] Shahid Beheshti University
  2. [NORA names: Iran; Asia, Middle East];
  3. [2] Amirkabir University of Technology
  4. [NORA names: Iran; Asia, Middle East];
  5. [3] Aarhus University
  6. [NORA names: AU Aarhus University; University; Denmark; Europe, EU; Nordic; OECD]

Abstract

This paper focuses on improving the load frequency control (LFC) performance of a multi-area power system compromised by covert attacks. In this regard, a novel detection technique based on the multiplicative watermarking and Luenberger observer is developed to identify covert attacks applied to the system. In the presented detection strategy, a special watermark generator filter produces a dummy signal on the original signal transmitted through the insecure communication channels. In addition, there is a watermark equalization filter at the end of the communication channel, which cancels out the impact of the watermark signal, resulting in the recovery of the original signal. A PI controller tuned by the deep reinforcement learning algorithm and dependent on the Luenberger observer is utilized as the secondary frequency control strategy to mitigate the impacts of the convert attacks. The OPAL-RT real-time emulator-based results show the proposed defense strategy successfully detects and mitigates the covert attacks imposed on the system.

Keywords

Luenberger, Luenberger observer, OPAL-RT, PI controller, algorithm, attacks, channel, communication, communication channels, control, control strategy, covert attacks, covertness, deep reinforcement learning algorithm, defense, defense mechanisms, defense strategies, detection, detection strategy, detection techniques, dummy signals, electrical grid, equalization filter, filter, frequency control, frequency control strategy, grid, impact, insecure communication channel, learning algorithms, load, load frequency control, mechanism, multiple watermarks, observations, original signal, performance, recovery, reinforcement learning algorithm, results, secondary frequency control strategy, signal, strategies, system, technique, watermark, watermark signal

Data Provider: Digital Science