Fuzzy Neural Sliding Mode Control for Robot Manipulator

被引:0
作者
Hoang, Duy-Tang [1 ]
Kang, Hee-Jun [2 ]
机构
[1] Univ Ulsan, Grad Sch Elect Engn, Ulsan 680749, South Korea
[2] Univ Ulsan, Sch Elect Engn, Ulsan 680749, South Korea
来源
INTELLIGENT COMPUTING METHODOLOGIES, ICIC 2016, PT III | 2016年 / 9773卷
关键词
Fuzzy control; Neural network; Radial basic function neural network; Robot manipulator; Sliding mode control;
D O I
10.1007/978-3-319-42297-8_50
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A fuzzy neural sliding mode controller (FNNSMC) is proposed for robot manipulators. Sliding mode controller is implemented based on two radial basic function neural networks and a fuzzy system. The first neural network is used to estimate the robot dynamic function. The second neural network combines with a fuzzy system to present the switching control term of sliding mode control. This combination resolves the chattering phenomenon. The stability of proposed controller is proven. Finally, simulation is done on a 2-link serial robot manipulator to verify the effectiveness.
引用
收藏
页码:541 / 550
页数:10
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