Adaptive Recurrent Wavelet Fuzzy CMAC Tracking Control for De-icing Robot Manipulator

被引:0
|
作者
Wang, YaoNan
ThanhQuyen Ngo
Mai, ThangLong
Wu, ChengZhong
机构
基金
中国国家自然科学基金; 国家高技术研究发展计划(863计划);
关键词
Wavelet; Cerebellar model articulation controller (CMAC); De-icing robot manipulator; single-input fuzzy compensator; MODEL ARTICULATION CONTROLLER; UNCERTAIN NONLINEAR-SYSTEMS; NEURAL-NETWORK CONTROLLER; LOGIC CONTROLLER; MOTOR DRIVE; DESIGN; OBSERVER;
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
In this paper, a controller is proposed for a n-link robot manipulator to achieve the high-precision position tracking based on a recurrent wavelet fuzzy cerebellar model articulation controller (RWFCMAC) which is applied to imitate an ideal controller due to it incorporates the advantages of the wavelet decomposition property, dynamic response with a fuzzy CMAC fast learning ability and an adaptive single-input fuzzy compensator (ASIFC) is designed to attenuate the effect of the approximation error caused by the RWFCMAC approximator. The online tuning laws of RWFCMAC and ASIFC parameters are derived according to gradient descent method and lyapunov function so that the stability of the system can be guaranteed. Finally, through the simulation results demonstrate the effectiveness of the proposed control scheme for novel three-link De-Icing robot manipulator with unknown dynamic functions.
引用
收藏
页码:372 / 379
页数:8
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