Title :
Approximation-Based Adaptive Fuzzy Tracking Control for a Class of Nonstrict-Feedback Stochastic Nonlinear Time-Delay Systems
Author :
Huanqing Wang ; Xiaoping Liu ; Kefu Liu ; Karimi, Hamid Reza
Author_Institution :
Sch. of Math. & Phys., Bohai Univ., Jinzhou, China
Abstract :
This paper focuses on the problem of approximation-based adaptive fuzzy tracking control for a class of stochastic nonlinear time-delay systems with a nonstrict-feedback structure. A variable separation approach is introduced to overcome the design difficulty from the nonstrict-feedback structure. Mamdani-type fuzzy logic systems are utilized to model the unknown nonlinear functions in the process of controller design, and an adaptive fuzzy tracking controller is systematically designed by using a backstepping technique. It is shown that the proposed controller guarantees that all signals in the closed-loop system are fourth-moment semiglobally uniformly ultimately bounded, and the tracking error eventually converges to a small neighborhood of the origin in the sense of mean quartic value. Simulation results are provided to demonstrate the effectiveness of our results. Further developments will consider how to generalize the proposed strategy to nonstrict-feedback nonlinear systems with input nonlinearities.
Keywords :
adaptive control; closed loop systems; control nonlinearities; control system synthesis; delay systems; feedback; fuzzy control; nonlinear control systems; nonlinear functions; stochastic systems; Mamdani-type fuzzy logic systems; approximation-based adaptive fuzzy tracking control; backstepping technique; closed-loop system; controller design; fourth-moment semiglobally uniformly ultimately bounded; input nonlinearities; mean quartic value; nonstrict-feedback stochastic nonlinear time-delay systems; nonstrict-feedback structure; tracking error; unknown nonlinear functions; variable separation approach; Adaptive systems; Approximation methods; Backstepping; Closed loop systems; Fuzzy logic; Nonlinear systems; Stochastic processes; Adaptive fuzzy control; Backstepping; Non-strictfeedback structure; Stochastic nonlinear systems; Time-delay; backstepping; nonstrict-feedback structure; stochastic nonlinear systems; time delay;
Journal_Title :
Fuzzy Systems, IEEE Transactions on
DOI :
10.1109/TFUZZ.2014.2375917