Observer-based adaptive control of robot manipulators:: Fuzzy systems approach

被引:58
作者
Golea, Noureddine [1 ]
Golea, Amar
Barra, Kamel
Bouktir, Tarek
机构
[1] Oum El Bouaghi Univ, Inst Elect Engn, Oum El Bouaghi 04000, Algeria
[2] Biskra Univ, Dept Elect Engn, Biskra 07000, Algeria
关键词
robot manipulators; fuzzy systems; adaptive control; observer; stability;
D O I
10.1016/j.asoc.2007.05.011
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 presents a fuzzy adaptive control suitable for motion control of multi-link robot manipulators with structured and unstructured uncertainties. When joint velocities are available, full state fuzzy adaptive feedback control is designed to ensure the stability of the closed loop dynamic. If the joint velocities are not measurable, an observer is introduced and an adaptive output feedback control is designed based on the estimated velocities. In the proposed control scheme, we need not derive the linear formulation of robot dynamic equation and tune the parameters. To reduce the number of fuzzy rules of the fuzzy controller, we consider the properties of robot dynamics and the decomposition of the uncertainties terms. The proposed controller is robust against uncertainties and external disturbance. Further, it is shown that required stability conditions, in both cases, can be formulated as LMI problems and solved using dedicated software. The validity of the control scheme is demonstrated by computer simulations on a two-link robot manipulator. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:778 / 787
页数:10
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