Robustness analysis of power system under sequential attacks with incomplete information

被引:17
|
作者
Tu, Haicheng [1 ]
Gu, Fengqiang [2 ]
Zhang, Xi [3 ]
Xia, Yongxiang [1 ]
机构
[1] Hangzhou Dianzi Univ, Sch Commun Engn, Hangzhou 310018, Peoples R China
[2] Beijing Kedong Elect Power Control Syst Co Ltd, Beijing 100192, Peoples R China
[3] Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
关键词
Robustness analysis; Sequential attacks; Power system; Incomplete information; Learning algorithm; STRATEGY;
D O I
10.1016/j.ress.2022.109048
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Modern power system demonstrates good performance to withstand a single failure. However, the recent progress has shown that power system is increasingly threatened by the sequential attacks. In this paper, we aim at evaluating the robustness of power system under the sequential attacks with incomplete information, taking into account both the electrical properties and the cascading failure process. In light of this, we first formulate the sequential attacks as a partial observable Markov decision process, and use Deep Q-network algorithm to identify the optimal attack sequence. The influences of network structures, attacks methods and protection measures are demonstrated in complex networks and IEEE 118-Bus system. Experimental results show that our proposed algorithm can effectively identify the optimal attack sequence under different attack methods and protection measures. Moreover, a larger redundant parameter and homogeneous network can improve the robustness of power system. Our findings can provide practical insights for building a robust power system.
引用
收藏
页数:7
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