A Q-Learning Based Dynamic Event-Triggered Control for Load Frequency Regulation of Power Systems with Denial-of-Service Attacks

被引:3
作者
Chen, Pengcheng [1 ]
Liu, Shichao [1 ]
Zhang, Dan [2 ]
机构
[1] Carleton Univ, Dept Elect, Ottawa, ON K1S 5B6, Canada
[2] Zhejiang Univ Technol, Dept Automat, Hangzhou 310023, Peoples R China
来源
PROCEEDINGS OF 2021 IEEE 30TH INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE) | 2021年
关键词
Q-learning algorithm; Load frequency control; Event-triggered scheme; Denial-of-Service attacks; DELAY;
D O I
10.1109/ISIE45552.2021.9576200
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This work proposes a novel Q-learning based dynamic event-triggered strategy integrated with decentralized output feedback controller for the load frequency regulation scheme to alleviate the influence of Denial-of-Service(DoS) attacks with the given maximum attack duration and load fluctuations. The Q-learning algorithm is applied in dynamic event-triggered strategy to optimize the threshold of the release condition through maximizing the cumulative discount reward, which can greatly reduce the amount of data transmission and preserve a satisfactory system performance. A three-area power system with LFC scheme is simulated to affirm the effectiveness of the proposed results.
引用
收藏
页数:5
相关论文
共 17 条
[1]  
[Anonymous], 2009, Robust Power System Frequency Control
[2]   Robust decentralised PI based LFC design for time delay power systems [J].
Bevrani, Hassan ;
Hiyama, Takashi .
ENERGY CONVERSION AND MANAGEMENT, 2008, 49 (02) :193-204
[3]   Event-Triggered Sliding Mode Control of Power Systems With Communication Delay and Sensor Faults [J].
Chen, Pengcheng ;
Yu, Li ;
Zhang, Dan .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2021, 68 (02) :797-807
[4]   Load frequency control issues in power system operations after deregulation - Response [J].
Christie, RD ;
Bose, A .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1996, 11 (03) :1199-1200
[5]   Secure Cooperative Event-Triggered Control of Linear Multiagent Systems Under DoS Attacks [J].
Feng, Zhi ;
Hu, Guoqiang .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2020, 28 (03) :741-752
[6]   Stealthy MTD Against Unsupervised Learning-Based Blind FDI Attacks in Power Systems [J].
Higgins, Martin ;
Teng, Fei ;
Parisini, Thomas .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2021, 16 :1275-1287
[7]   Attack-Resilient Event-Triggered Controller Design of DC Microgrids Under DoS Attacks [J].
Hu, Songlin ;
Yuan, Ping ;
Yue, Dong ;
Dou, Chunxia ;
Cheng, Zihao ;
Zhang, Yunning .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2020, 67 (02) :699-710
[8]   Observer-Based Event-Triggered Control for Networked Linear Systems Subject to Denial-of-Service Attacks [J].
Hu, Songlin ;
Yue, Dong ;
Han, Qing-Long ;
Xie, Xiangpeng ;
Chen, Xiaoli ;
Dou, Chunxia .
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 50 (05) :1952-1964
[9]   Resilient Event-Triggered Controller Synthesis of Networked Control Systems Under Periodic DoS Jamming Attacks [J].
Hu, Songlin ;
Yue, Dong ;
Xie, Xiangpeng ;
Chen, Xiaoli ;
Yin, Xiuxia .
IEEE TRANSACTIONS ON CYBERNETICS, 2019, 49 (12) :4271-4281
[10]   Packet-Based State Feedback Control Under DoS Attacks in Cyber-Physical Systems [J].
Lai, Shaoyu ;
Chen, Bo ;
Li, Tongxiang ;
Yu, Li .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2019, 66 (08) :1421-1425