Gravitational Search Algorithm and Lyapunov Theory based Stable Adaptive Fuzzy Logic Controller

被引:2
|
作者
Roy, Ananya [1 ]
Das Sharma, Kaushik [2 ]
机构
[1] Bengal Engn & Sci Univ, Dept Elect Engn, Sibpur, India
[2] Univ Calcutta, Dept Appl Phys, Kolkata 700009, W Bengal, India
关键词
Gravitational Search Algorithm; Lyapunov Theory; Adaptive Fuzzy Logic Controller;
D O I
10.1016/j.protcy.2013.12.398
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper a new hybrid design methodology for stable adaptive fuzzy controllers for a non-linear system is proposed. The proposed design strategy utilizes the gravitational search algorithm (GSA) based heuristic global search technique and Lyapunov theory based local adaptation. The objective is to design a self-adaptive fuzzy controller, optimizing the free parameters of the fuzzy controller, so that the designed controller can guarantee desired stability. The GSA based design and hybrid GSA-Lyapunov concurrent design methodologies are implemented for a nonlinear plant with different reference signals and the results demonstrate the superiority of proposed hybrid design methodology. (C) 2013 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:581 / 586
页数:6
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