Title :
Fuzzy control of nonlinear stochastic systems with actuator saturation and performance constraints
Author :
Wen-Jer Chang ; Ying-Jie Shih ; Cheung-Chieh Ku
Author_Institution :
Dept. of Marine Eng., Nat. Taiwan Ocean Univ., Keelung, Taiwan
Abstract :
This paper discusses the problem of actuator saturation constrained fuzzy controller design for the nonlinear stochastic continuous-time systems with external disturbances. By employing the Takagi-Sugeno fuzzy modeling approach, the nonlinear stochastic system is described by several sub-linear systems and corresponding membership functions. The sub-linear systems are represented by linear stochastic differential equations. For solving the proposed fuzzy control problem, the sufficient conditions are derived via Lyapunov theory and Itô´s formula. Moreover, the H∞ control scheme is used to constrain the effect of external disturbance on the system. According to the derived sufficient conditions, the asymptotical stability and H∞ performance for nonlinear stochastic continuous-time system are achieved by the designed fuzzy controller. Finally, a numerical example for the nonlinear dynamic ship system is applied to demonstrate the effectiveness and usefulness of the proposed fuzzy controller design method.
Keywords :
H∞ control; Lyapunov methods; actuators; continuous time systems; control system synthesis; differential equations; fuzzy control; nonlinear control systems; stochastic systems; H∞ control scheme; Ito formula; Lyapunov theory; Takagi-Sugeno fuzzy modeling approach; actuator saturation; asymptotical stability; fuzzy controller design; linear stochastic differential equations; nonlinear stochastic continuous-time systems; nonlinear stochastic systems; sublinear systems; Actuators; Asymptotic stability; Fuzzy control; Linear matrix inequalities; Noise; Stability analysis; Stochastic processes; Actuator Saturation; H∞ constraint; Linear Matrix Inequality; Takagi-Sugeno Fuzzy Model;
Conference_Titel :
Industrial Electronics and Applications (ICIEA), 2014 IEEE 9th Conference on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4799-4316-6
DOI :
10.1109/ICIEA.2014.6931252