Title :
Tracking control of surface vessels via adaptive type-2 fuzzy logic control
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) as well as a direct adaptive type-2 FLC for tracking control of surface vessels under time-varying hydrodynamic disturbances. The combination of approximation-based adaptive control technique and type-2 fuzzy logic system (FLS) allows us to handle time-varying disturbances without exact information on them. The stability of the design is proved through Lyapunov analysis where globally asymptotical convergence of the tracking errors is guaranteed. Although designed from different points of view, both indirect and direct adaptive type-2 FLC yield same and passive closed-loop systems. Comparative simulations with their adaptive type-1 counterparts are carried out. The proposed techniques are found to be effective, robust, and reduce tracking errors.
Keywords :
Lyapunov methods; adaptive control; asymptotic stability; closed loop systems; convergence; function approximation; fuzzy control; marine vehicles; time-varying systems; tracking; Lyapunov analysis; adaptive type-2 fuzzy logic control; approximation-based adaptive control technique; asymptotical convergence; closed-loop system; design stability; surface vessel; time-varying disturbance handling; time-varying hydrodynamic disturbance; tracking control; tracking error; Adaptation models; Adaptive control; Fuzzy logic; Mathematical model; Numerical models; Process control; Adaptive control; function approximation; marine vehicle control; tracking; 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.2011.6007481