Feedback linearizing indirect adaptive fuzzy control with foraging based on-line plant model estimation

被引:18
|
作者
Banerjee, Suvadeep [1 ]
Chakrabarty, Ankush [1 ]
Maity, Sayan [1 ]
Chatterjee, Amitava [1 ]
机构
[1] Jadavpur Univ, Dept Elect Engn, Kolkata 700032, W Bengal, India
关键词
Indirect adaptive control; Fuzzy certainty equivalence controller; On-line plant model identification; Bacterial foraging optimization; SYSTEMS;
D O I
10.1016/j.asoc.2011.01.016
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The present paper describes the development of an indirect adaptive fuzzy control scheme employing feedback linearizing technique. The scheme proposes the development of a fuzzy certainty equivalence controller for controlling non-linear plants. This controller is designed on the basis of plant parameters estimated online at each sampling instant using bacterial foraging optimization (BFO) technique, a stochastic optimization technique, popularly employed in recent times. The utility of the proposed scheme is aptly demonstrated by implementing it to control the level in a surge tank under a variety of reference input commands, where the fuzzy controller could significantly out-perform the corresponding classical feedback linearizing controller and PSO-based fuzzy controller. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:3441 / 3450
页数:10
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