Lyapunov approach based design of a gain adaptive interval type-2 fuzzy controller for servo systems

被引:0
|
作者
De , Ritu Rani [1 ]
Mudi, Rajani K. [1 ]
Dey, Chanchal [2 ]
机构
[1] Jadavpur Univ, Dept Instrumentat & Elect Engn, Kolkata, India
[2] Univ Calcutta, Dept Appl Phys, Instrumentat Engn, Kolkata, India
关键词
Type-2 fuzzy control; Lyapunov stability; self-tuning; servo position control and real time experimentation; STABILITY ANALYSIS; LINGUISTIC-SYNTHESIS; LOGIC CONTROLLER; SCHEME;
D O I
10.3233/JIFS-200802
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper focuses on the development of a stable Mamdani type-2 fuzzy logic based controller for automatic control of servo systems. The stability analysis of the fuzzy controller has been done by employing the concept of Lyapunov. The Lyapunov approach results in the derivation of an original stability analysis that can be used for designing the rule base of our proposed online gain adaptive Interval Type-2 Fuzzy Proportional Derivative controller (IT2-GFPD) for servo systems with assured stability. In this approach a quadratic positive definite Lyapunov function is used and sufficient stability conditions are satisfied by the adaptive type-2 fuzzy logic control system. Illustrative simulation studies with linear and nonlinear models as well as experimental results on a real-time servo system validate the stability and robustness of the developed intelligent IT2-GFPD. A comparative performance study of IT2-GFPD with other controllers in presence of noise and disturbance also proves the superiority of the proposed controller.
引用
收藏
页码:4187 / 4205
页数:19
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