Cyber-Resilience Enhancement and Protection for Uneconomic Power Dispatch Under Cyber-Attacks

被引:11
|
作者
Zhao, Pengfei [1 ,2 ,3 ]
Gu, Chenghong [3 ]
Ding, Yucheng [4 ]
Liu, Hong [5 ]
Bian, Yuankai [3 ]
Li, Shuangqi [3 ]
机构
[1] Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R China
[3] Univ Bath, Dept Elect & Elect Engn, Bath, Avon, England
[4] China Elect Power Res Inst, Beijing, Peoples R China
[5] Tianjin Univ, Sch Elect & Informat Engn, Tianjin, Peoples R China
基金
英国工程与自然科学研究理事会; 中国国家自然科学基金;
关键词
Uncertainty; Power systems; Optimization; State estimation; Resilience; Economics; Real-time systems; Cyber-attacks; distributionally robust optimization; false data injections; load redistribution attacks; real-time economic dispatch; transmission network; DATA INJECTION ATTACKS; DYNAMIC STATE ESTIMATION; ECONOMIC-DISPATCH; OPTIMIZATION; SECURITY;
D O I
10.1109/TPWRD.2020.3038065
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
False data injection (FDI), could cause severe uneconomic system operation and even large blackout, which is further compounded by the increasingly integrated fluctuating renewable generation. As a commonly conducted type of FDI, load redistribution (LR) attack is judiciously manipulated by attackers to alter the load measurement on power buses and affect the normal operation of power systems. In particular, LR attacks have been proved to easily bypass the detection of state estimation. This paper presents a novel distributionally robust optimization (DRO) for operating transmission systems against cyber-attacks while considering the uncertainty of renewable generation. The FDI imposed by an adversary aims to maximally alter system parameters and mislead system operations while the proposed optimization method is used to reduce the risks caused by FDI. Unlike the worst-case-oriented robust optimization, DRO neglects the extremely low-probability case and thus weakens the conservatism, resulting in more economical operation schemes. To obtain computational tractability, a semidefinite programming problem is reformulated and a constraint generation algorithm is utilized to efficiently solve the original problem in a hierarchical master and sub-problem framework. The proposed method can produce more secure and economic operation for the system of rich renewable under LR attacks, reducing load shedding and operation cost to benefit end customers, network operators, and renewable generation.
引用
收藏
页码:2253 / 2263
页数:11
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