Adaptive Wavelet Cerebellar-Model-Articulation-Controller Design for MIMO Nonlinear Systems

被引:0
|
作者
Lin, Chih-Min [1 ]
Lin, Ming-Hung [1 ]
Li, Hsin-Yi [1 ]
机构
[1] Yuan Ze Univ, Dept Elect Engn, Tao Yuan 320, Taiwan
来源
IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2010) | 2010年
关键词
Wavelet; CMAC; H-infinity control; PSO; roboticarm; CMAC;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study proposes an adaptive wavelet cerebellar -model-articulation-controller (AWCMAC) for multi-input multi-output nonlinear systems. In this proposed scheme, wavelet cerebellar-model articulation-controller (WCMAC) is the main controller utilized to mimic an ideal controller and the parameters of WCMAC are on-line adjusted by the derived tuning algorithm. Moreover the robust controller is designed to dispel the residual of the approximation error for achieving H-infinity robust performance. PSO algorithm is used to tune the learning-rates to achieve fast learning speed of A WCMAC. The simulation results of a three-link robotic arm demonstrate the effectiveness of the proposed control scheme.
引用
收藏
页数:6
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