False data injection attacks (FDIAs) are new attack manners for power system state estimation in smart grid. FDIAs often bypass the monitoring and defense of the power system, and the security of the whole system will be compromised after the wrong system running state is transferred to the dispatching center. To address this issue, we put forward a new FDIAs detection system. Firstly, the system preliminarily filters the power system measurements through using the trust white list algorithm. Next, to further improve the abnormal database, self-adaptive particle swarm optimization-back propagation (AMPSO-BP) neural networks are utilized to screen the measurements again. Finally, FDIAs are detected relying on the improved database. Simulation tests demonstrate the accuracy of the proposed detection system.
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12 May 2020
5TH INTERNATIONAL CONFERENCE ON ENERGY SCIENCE AND APPLIED TECHNOLOGY (ESAT 2019)
30–31 December 2019
Yichang City, China
Research Article|
May 12 2020
Study of a detection system for false data injection attacks based on AMPSO-BP neural networks
Jia Zhao;
Jia Zhao
a)
1
State Grid Shaanxi Electric Power Research Institute
, Xi'an 710100, China
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Jingyuan Huang;
Jingyuan Huang
b)
1
State Grid Shaanxi Electric Power Research Institute
, Xi'an 710100, China
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Tong Liu;
Tong Liu
c)
1
State Grid Shaanxi Electric Power Research Institute
, Xi'an 710100, China
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Zihao Wu
Zihao Wu
d)
1
State Grid Shaanxi Electric Power Research Institute
, Xi'an 710100, China
d)Corresponding author email: [email protected]
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d)Corresponding author email: [email protected]
AIP Conf. Proc. 2238, 020007 (2020)
Citation
Jia Zhao, Jingyuan Huang, Tong Liu, Zihao Wu; Study of a detection system for false data injection attacks based on AMPSO-BP neural networks. AIP Conf. Proc. 12 May 2020; 2238 (1): 020007. https://doi.org/10.1063/5.0011033
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