Title :
A Robust
Non-PDC Design Scheme for Singularly Perturbed T–S Fuzzy Systems With Immeasurable State Variables
Author :
Asemani, Mohammad Hassan ; Majd, Vahid Johari
Author_Institution :
Intell. Control Syst. Lab., Tarbiat Modares Univ., Tehran, Iran
Abstract :
This paper addresses an observer-based robust H∞ fuzzy controller design method for singularly perturbed nonlinear systems with external disturbances, which are represented by uncertain Takagi-Sugeno (T-S) fuzzy models. For a practical output feedback design, the premise variables of the fuzzy controller and the fuzzy observer are considered unknown in general. A fuzzy Lyapunov function is utilized for the synthesis of the nonparallel-distributed-compensation-based controller. The closed-loop singularly perturbed T-S fuzzy system is asymptotically robustly stable in the absence of disturbances and satisfies an H∞-norm condition in the presence of disturbances for all positive values of the singular perturbation parameter within the given desired bound. Using the descriptor redundancy approach, some strict linear matrix inequality (LMI) conditions are derived for the H∞ robustness of the closed-loop system when uncertainties are simultaneously considered in all state-space matrices of each fuzzy subsystem. The main disadvantage of a fuzzy Lyapunov function-based design is that the bounds on the derivatives of the membership functions must be known a priori. Inspired by a recent work that provides the bounds of the membership derivatives for a given arbitrary compact set on the state space, a new method is proposed that guarantees that the closed-loop observer-based uncertain singularly perturbed T-S fuzzy system remains robustly stable in the compact set. Using Finsler´s lemma, the resulting design conditions are converted to LMIs. Two numerical examples are provided to show the effectiveness of the proposed method.
Keywords :
H∞ control; Lyapunov methods; closed loop systems; control system synthesis; feedback; fuzzy control; fuzzy systems; linear matrix inequalities; observers; robust control; singularly perturbed systems; uncertain systems; Finsler lemma; H∞ robustness; LMI condition; asymptotically robustly stable; closed-loop observer-based uncertain singularly perturbed T-S fuzzy system; closed-loop singularly perturbed T-S fuzzy system; descriptor redundancy approach; fuzzy Lyapunov function; fuzzy Lyapunov function-based design; immeasurable state variable; linear matrix inequality condition; membership functions; nonparallel-distributed-compensation-based controller; observer-based robust H∞ fuzzy controller design method; robust H∞ nonPDC design scheme; singularly perturbed nonlinear system; state-space matrices; uncertain Takagi-Sugeno fuzzy model; Fuzzy systems; Lyapunov methods; Nonlinear systems; Observers; Output feedback; Robustness; Vectors; $H_{infty}$ control; immeasurable premise variables; observer-based control; singularly perturbed system; uncertain Takagi???Sugeno (T???S) fuzzy system;
Journal_Title :
Fuzzy Systems, IEEE Transactions on
DOI :
10.1109/TFUZZ.2014.2317253