False Data Injection Detection for Phasor Measurement Units

被引:8
|
作者
Almasabi, Saleh [1 ]
Alsuwian, Turki [1 ]
Awais, Muhammad [2 ]
Irfan, Muhammad [1 ]
Jalalah, Mohammed [1 ,3 ]
Aljafari, Belqasem [1 ]
Harraz, Farid A. [3 ,4 ]
机构
[1] Najran Univ, Coll Engn, Elect Engn Dept, Najran 11001, Saudi Arabia
[2] Edge Hill Univ, Dept Comp Sci, Ormskirk L39 4QP, England
[3] Najran Univ, Promising Ctr Sensors & Elect Devices PCSED, Adv Mat & Nanores Ctr, POB 1988, Najran 11001, Saudi Arabia
[4] Cent Met Res & Dev Inst CMRDI, Nanomat & Nanotechnol Dept, POB 87 Helwan, Cairo 11421, Egypt
关键词
cyber-physical security; false data injection attacks; machine learning; state estimation; phasor measurement units; smart grids; PMU PLACEMENT; ATTACKS; SYSTEMS; DEFENSE;
D O I
10.3390/s22093146
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Cyber-threats are becoming a big concern due to the potential severe consequences of such threats is false data injection (FDI) attacks where the measures data is manipulated such that the detection is unfeasible using traditional approaches. This work focuses on detecting FDIs for phasor measurement units where compromising one unit is sufficient for launching such attacks. In the proposed approach, moving averages and correlation are used along with machine learning algorithms to detect such attacks. The proposed approach is tested and validated using the IEEE 14-bus and the IEEE 30-bus test systems. The proposed performance was sufficient for detecting the location and attack instances under different scenarios and circumstances.
引用
收藏
页数:18
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