Intelligent Event-Based Fuzzy Dynamic Positioning Control of Nonlinear Unmanned Marine Vehicles Under DoS Attack
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Author(s)
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Detail(s)
Original language | English |
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Pages (from-to) | 13486-13499 |
Journal / Publication | IEEE Transactions on Cybernetics |
Volume | 52 |
Issue number | 12 |
Online published | 3 Dec 2021 |
Publication status | Published - Dec 2022 |
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Abstract
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.
Research Area(s)
- Adaptive control, deny-of-service (DoS) attack, intelligent event-triggering, nonlinear unmanned marine vehicle (UMV) system, Q-learning, Takagi-Sugeno fuzzy system (TSFS)
Citation Format(s)
Intelligent Event-Based Fuzzy Dynamic Positioning Control of Nonlinear Unmanned Marine Vehicles Under DoS Attack. / Zhang, Dan; Ye, Zehua; Feng, Gang et al.
In: IEEE Transactions on Cybernetics, Vol. 52, No. 12, 12.2022, p. 13486-13499.
In: IEEE Transactions on Cybernetics, Vol. 52, No. 12, 12.2022, p. 13486-13499.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review