Title :
An adaptive type-2 fuzzy logic controller for dynamic positioning
Author :
Chen, Xue Tao ; Tan, Woei Wan
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore, Singapore
Abstract :
This paper presents an indirect adaptive type-2 fuzzy logic controller (FLC) for dynamic positioning (DP) vessels with attached thrusters under various time-varying hydrodynamic disturbances. Approximation-based adaptive control technique in combination with type-2 fuzzy logic system (FLS) is employed in the design of the control. The stability of the design is demonstrated through Lyapunov analysis where globally asymptotical convergence of the regulation error is guaranteed. Rigorous analysis shows the resultant closed-loop system is passive. The proposed adaptive type-2 FLC is able to reject the hydrodynamic disturbances without exact information on them. Comparative simulations with linear proportional derivative (PD) controller and adaptive type-1 FLC are carried out. The proposed technique is found to be effective, robust, and has better performance.
Keywords :
Lyapunov methods; PD control; adaptive control; closed loop systems; fuzzy control; hydrodynamics; marine vehicles; Lyapunov analysis; adaptive type-2 fuzzy logic controller; approximation-based adaptive control technique; closed-loop system; dynamic positioning vessels; linear proportional derivative controller; regulation error globally asymptotical convergence; thrusters; time-varying hydrodynamic disturbances; Adaptation models; Adaptive control; Approximation methods; Computational modeling; Fuzzy logic; Stability analysis; Surges; Adaptive control; dynamic positioning; function approximation; type-2 fuzzy logic system;
Conference_Titel :
Fuzzy Systems (FUZZ), 2011 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7315-1
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2011.6007453