Dummy Data Attacks in Power Systems

被引:35
作者
Liu, Xuan [1 ]
Song, Yufei [1 ]
Li, Zuyi [2 ]
机构
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China
[2] IIT, Dept Elect Engn, Chicago, IL 60616 USA
基金
中国国家自然科学基金;
关键词
Power systems; Transmission line measurements; Data models; Computational modeling; Simulation; Indexes; Principal component analysis; Bad data detection; consistency; dummy data; false data attacks; power systems;
D O I
10.1109/TSG.2019.2929702
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
The integration of information and network technologies has significantly boosted the efficiency of electric power delivery, but at the same time poses new cyber threats to a power grid. An attacker can compromise meter readings by injecting false data. It was revealed that such false data is able to escape the traditional bad data detection once it obeys the physical laws of the system. However, in this letter we demonstrate that such false data usually can be treated as an outlier, which can be effectively detected by several anomaly detection methods. Unfortunately, we further demonstrate that such false data can be stealthy through hiding among normal data if it is carefully designed. Such false data is defined as dummy data, whose stealthiness is validated by the simulations on the IEEE 24-bus and IEEE 30-bus systems.
引用
收藏
页码:1792 / 1795
页数:4
相关论文
共 7 条
[1]   Cyber Cascades Screening Considering the Impacts of False Data Injection Attacks [J].
Che, Liang ;
Liu, Xuan ;
Shuai, Zhikang ;
Li, Zuyi ;
Wen, Yunfeng .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2018, 33 (06) :6545-6556
[2]   Mitigating False Data Attacks Induced Overloads Using a Corrective Dispatch Scheme [J].
Che, Liang ;
Liu, Xuan ;
Li, Zuyi .
IEEE TRANSACTIONS ON SMART GRID, 2019, 10 (03) :3081-3091
[3]   Detecting Stealthy False Data Injection Using Machine Learning in Smart Grid [J].
Esmalifalak, Mohammad ;
Liu, Lanchao ;
Nguyen, Nam ;
Zheng, Rong ;
Han, Zhu .
IEEE SYSTEMS JOURNAL, 2017, 11 (03) :1644-1652
[4]   Detection of false data injection attacks against state estimation in smart grids based on a mixture Gaussian distribution learning method [J].
Armina Foroutan, S. ;
Salmasi, Farzad R. .
IET Cyber-Physical Systems: Theory and Applications, 2017, 2 (04)
[5]   Detecting False Data Injection Attacks in AC State Estimation [J].
Gu Chaojun ;
Jirutitijaroen, Panida ;
Motani, Mehul .
IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (05) :2476-2483
[6]  
Liu Y, 2009, CCS'09: PROCEEDINGS OF THE 16TH ACM CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, P21
[7]   Real-Time Intrusion Detection in Power System Operations [J].
Valenzuela, Jorge ;
Wang, Jianhui ;
Bissinger, Nancy .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (02) :1052-1062