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Multistage Adversarial Game for Cyber-Physical Attacks Protection of Smart Grids

  • Tao Shang*
  • , Jiayu Liu
  • , Xueqin Gao
  • , Da Li
  • *此作品的通讯作者
  • Anhui Province Key Laboratory of Cyberspace Security Situation Awareness and Evaluation
  • Beihang University
  • State Grid Corporation of China

科研成果: 期刊稿件文章同行评审

摘要

A smart grid is a large-scale cyber-physical fusion system where the physical layer and the cyber layer are interdependent. Attackers only need to invade the cyber layer, relying on its control function and cascading failures, to paralyze the smart grid. To analyze the real interaction between adversaries in the smart grid, we propose a new multistage adversarial game model that protects smart grid against cyber-physical attacks. Attackers can destroy the regional control center of the cyber layer, whereas defenders can strengthen the physical layer nodes. The solution of such game is based on the Minimax-Q algorithm. Both attackers and defenders can actively participate in the game and maximize their minimum rewards in this multistage game. Cascading failures and optimal load shedding are utilized to design the reward function. We apply this model to IEEE 39-bus system and compare it with a nonadversarial game. When defenders are passive players, the load loss is 52.48% after two actions by the attacker. When defenders are active players, it takes at least four pairs of confrontation actions to inflict a 50% load loss. The results show that attacks on the cyber layer are more destructive and also give rise to various defense strategies.

源语言英语
页(从-至)5203-5212
页数10
期刊IEEE Transactions on Industrial Informatics
21
7
DOI
出版状态已出版 - 2025

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 7 - 经济适用的清洁能源
    可持续发展目标 7 经济适用的清洁能源

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