Intelligent Event-Based Fuzzy Dynamic Positioning Control of Nonlinear Unmanned Marine Vehicles Under DoS Attack

被引:92
|
作者
Zhang, Dan [1 ]
Ye, Zehua [1 ]
Feng, Gang [2 ]
Li, Hongyi [3 ,4 ]
机构
[1] Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310023, Peoples R China
[2] City Univ Hong Kong, Dept Biomed Engn, Hong Kong, Peoples R China
[3] Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Peoples R China
[4] Guangdong Univ Technol, Guangdong Prov Key Lab Intelligent Decis & Cooper, Guangzhou 510006, Peoples R China
基金
中国国家自然科学基金;
关键词
Vehicle dynamics; Marine vehicles; Nonlinear dynamical systems; Linear matrix inequalities; Surges; Mathematical models; Dynamics; Adaptive control; deny-of-service (DoS) attack; intelligent event-triggering; nonlinear unmanned marine vehicle (UMV) system; Q-learning; Takagi-Sugeno fuzzy system (TSFS); TRACKING CONTROL; SYSTEMS; DESIGN;
D O I
10.1109/TCYB.2021.3128170
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article addresses the dynamic positioning control problem of a nonlinear unmanned marine vehicle (UMV) system subject to network communication constraints and deny-of-service (DoS) attack, where the dynamics of UMV are described by a Takagi-Sugeno (T-S) fuzzy system (TSFS). In order to save limited communication resource, a new intelligent event-triggering mechanism is proposed, in which the event triggering threshold is optimized by a Q-learning algorithm. Then, a switched system approach is proposed to deal with the aperiodic DoS attack occurring in the communication channels. With a proper piecewise Lyapunov function, some sufficient conditions for global exponential stability (GES) of the closed-loop nonlinear UMV system are derived, and the corresponding observer and controller gains are designed via solving a set of matrix inequalities. A benchmark nonlinear UMV system is adopted as an example in simulation, and the simulation results validate the effectiveness of the proposed control method.
引用
收藏
页码:13486 / 13499
页数:14
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