.png){kind=icon}
返回
Distributed Event-Triggered Learning-Based Control for Battery Energy Storage Systems Under Persistent False Data Injection Attacks
.png){kind=icon}
PRE
AI
DOI：10.1109/TSG.2024.3370912.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
This paper aims to address distributed event-triggered learning-based secure control for multiple battery energy storage systems (BESSs) under persistent false-date injection (FDI) attacks. To tackle FDI attacks and also save communication resources, a distributed learning-based secure control based on a dynamic event-triggered framework is established. This control scheme uses an adaptive law to update the estimation matrix for a neural network (NN) approximator, using only relative state variables at triggered instants. To ensure uniform boundedness of all variables involved in the update law, a proper projection operator is introduced. Additionally, the updated law incorporates a low-pass filter structure, which can suppress unfavorable high-frequency oscillations when a high-gain learning rate is applied. It is rigorously proven that under such distributed event-triggered learning-based control protocols, frequency regulation, active power sharing, and SoC balancing can be achieved with arbitrary accuracy by adjusting the learning rates and control parameters. Finally, real-time simulations of the IEEE 57-bus system are performed using OPAL-RT to illustrate the efficacy of the developed learning strategy.
Keyword:
Microgrids
Protocols
Frequency control
Cyberattack
Reviews
Low-pass filters
Heuristic algorithms
Battery energy storage system (BESS)
event-triggered control
neural network (NN) approximation
SoC balancing
false-date injection (FDI) attacks
期刊
IF:
9.8
论文数:
5.7K
被引数:
4.3W
机构
引用论文
Distributed Secondary Control for Active Power Sharing and Frequency Regulation in Islanded Microgrids Using an Event-Triggered Communication Mechanism基于事件触发通信机制的孤岛微电网中有功功率共享和频率调节的分布式二次控制
PREAI
分享收藏Attack-resilient distributed adaptive secondary control for heterogeneous battery energy storage systems in islanded AC microgrids.png)
ISA TRANSACTIONS
ISA TRANSACTIONSIF6.5
PREAI
分享收藏Neuro-Adaptive Consensus Tracking of Multiagent Systems With a High-Dimensional Leader具有高维领导者的多智能体系统的神经自适应共识跟踪
PREAI
分享收藏分享收藏
查看更多内容