.png){kind=icon}
返回
False data injection attacks detection with modified temporal multi-graph convolutional network in smart grids
.png){kind=icon}
PRE
AI
DOI：10.1016/j.cose.2022.103016.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
False Data Injection Attack (FDIA) detection can prevent the tampering of important data in the smart grid. This is of great significance to the operation and control of modern power systems. Since the exist-ing FDIA detection methods are limited by the sequential input of data in Euclidean space, they cannot accurately describe the compelling correlation between data components. Therefore, this paper proposes a novel FDIA localization detection method based on graph data modeling and graph deep learning. The proposed approach tries to disaggregate the primary data into graph structured data with graph topo-logical relationships based on graph theory, then designs specialized networks for data with different graph topologies. Moreover, the designed multi-graph mechanism and temporal correlation layer can bet-ter fully mine the correlation features between data components, with its attribute characteristics, to construct deep learning on the specific graph topology for FDIA detection. Extensive simulation experi-ments and visualization show that the proposed scheme is more effective than the conventional detection model, and its overall accuracy in 14-bus, 118-bus and 30 0-bus systems is 98.3%, 96.4% and 95.8%. It also proves that this scheme has high robustness and generalization ability in different scenarios.(c) 2022 Elsevier Ltd. All rights reserved.
Keyword:
Power system
Graph convolutional network
Gated recursive unit
False data injection attacks
期刊
C
IF:
5.4
论文数:
4.6K
被引数:
1.4W
机构
引用论文
.png){kind=icon}
Joint Detection and Localization of Stealth False Data Injection Attacks in Smart Grids Using Graph Neural Networks基于图神经网络的智能电网隐身虚假数据注入攻击联合检测与定位
OAAI
OAAI分享收藏A Graph Theory-Based Approach to Detect False Data Injection Attacks in Power System AC State Estimation基于图论的电力系统交流状态估计虚假数据注入攻击检测方法
PREAI
分享收藏分享收藏
查看更多内容