LMI Relaxations for Quadratic Stabilization of Guaranteed Cost Control of T-S Fuzzy Systems

被引:3
|
作者
Pang, Bo [1 ,2 ]
Cai, Yunze [1 ,2 ]
Zhang, Weidong [1 ,2 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China
[2] Minist Educ, Key Lab Syst Control & Informat Proc, Shanghai 200240, Peoples R China
基金
美国国家科学基金会;
关键词
Takagi-Sugeno (T-S) fuzzy systems; Guaranteed cost control (GCC); Linear matrix inequalities (LMIs); Quadratic stabilization; Parallel distributed compensation (PDC); STABILITY CONDITIONS; NONLINEAR-SYSTEMS; POLYAS THEOREM; DESIGN; POLYNOMIALS; PERFORMANCE; OBSERVERS; DELAYS;
D O I
10.1007/s40815-016-0268-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Less conservative condition is provided in this paper for quadratic stabilization of guaranteed cost control (GCC) of Takagi-Sugeno fuzzy systems with parallel distributed compensation (PDC). To derive the condition, firstly a parameter-dependent linear matrix inequality (PD-LMI) is established to find quadratically stable PDC controller gains of GCC. Secondly, by applying Plya's theorem, evaluation of the PD-LMI is transformed into an equivalent problem of evaluation of a sequence of LMI relaxations. Different from other existing conditions, the LMI relaxations are sufficient and asymptotically reach necessity for evaluating the PD-LMI as a related scalar parameter, d, increases. The resulting guaranteed costs of PDC controllers are non-increasing with respect to the increase in the parameter d and converge to the global optimal value under quadratic stability at the limiting case. In addition, for input-affine nonlinear systems, the proposed condition is extended with the consideration of modeling errors, which helps to reduce the computational complexity of the LMI relaxations. Finally, simulations of two examples demonstrate the efficiency and feasibility of the proposed condition.
引用
收藏
页码:1392 / 1405
页数:14
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