A data-driven fault detection and fault-tolerant control scheme for large-scale systems and its application on multi-area interconnected power systems

被引:9
作者
Gao, Jingjing [1 ]
Yang, Xu [1 ]
Huang, Jian [1 ]
Peng, Kaixiang [1 ]
机构
[1] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Key Lab Knowledge Automat Ind Proc, Minist Educ, 30 Xueyuan Rd, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
PREDICTIVE CONTROL; DESIGN; PCA;
D O I
10.1049/cth2.12377
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Stimulated by the enhancing requirements for system safety as well as process reliability in complex industrial processes, this paper investigates a data-driven fault detection and fault-tolerant control scheme for large-scale systems. To this end, a pair-wise decomposition approach is first presented based on the inclusion principle, which expands the original large-scale system into a set of disjointed pair-wise subsystems. Then, for the pair-wise subsystems, the observer-based residual generators and observer-based state feedback controllers for fault detection and fault-tolerant control purpose are further developed in a decentralized way. On this basis, the fault-tolerant controller for the original large-scale system is obtained by the coordination and contraction of the decentralized observer-based state feedback controllers. Finally, the feasibility and effectiveness of the proposed scheme are demonstrated through the case study on a multi-area interconnected power system.
引用
收藏
页码:400 / 418
页数:19
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