BACKSTEPPING STATION-KEEPING CONTROL USING RECURRENT WAVELET FUZZY CMAC FOR BALL-DRI VEN CHAIRS

被引:0
作者
Tsai, Ching-Chih [1 ]
Ciou, Yi-Ping [1 ]
Tai, Feng-Chun [1 ]
Su, Shun-Feng [2 ]
Lin, Chih-Min [3 ]
机构
[1] Natl Chung Hsing Univ, Dept Elect Engn, Taichung, Taiwan
[2] Natl Taiwan Univ Sci & Technol, Grad Inst Automat & Control, Taipei, Taiwan
[3] Yuan Ze Univ, Dept Elect Engn, Chungli 32003, Taiwan
来源
PROCEEDINGS OF 2014 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOL 2 | 2014年
关键词
Backstepping; Ball-driven chair; Modeling; Recurrent Wavelet Fuzzy CMAC (RWFCMAC); Sliding-mode control; Station-keeping;
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 paper presents an adaptive backstepping station-keeping control using recurrent wavelet fuzzy cerebella model articulation controller (RWFCMAq for omnidirectional ball-driven chairs used in indoor environments. Lagrangian mechanics is adopted to establish a coupled mathematical model of the vehicle; when the nutation angle is sufficiently small, this model is shown to be consistent with the well-known decoupled model under two special cases. Based on the derived model with uncertainties caused by different riders, an intelligent adaptive controller is developed by using RWFCMAC, aggregated hierarchical siding-mode control and backstepping control, in order to maintain the nutation angle at zero. The effectiveness and merit of the proposed controller are exemplified by conducting several simulations on the laboratory-built omnidirectional ball-riding vehicle.
引用
收藏
页码:721 / 727
页数:7
相关论文
共 14 条
[1]   A new class of wavelet networks for nonlinear system identification [J].
Billings, SA ;
Wei, HL .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2005, 16 (04) :862-874
[2]  
Endo T, 2005, 2005 12TH INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS, P573
[3]  
Hsu C. F., 2013, IEEE T NEURAL NETWOR, V17, P1175
[4]   Implementation of a Wavelet-Based MRPID Controller for Benchmark Thermal System [J].
Khan, M. A. S. K. ;
Rahman, M. Azizur .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2010, 57 (12) :4160-4169
[5]   A dynamically stable single-wheeled mobile robot with inverse mouse-ball drive [J].
Lauwers, T. B. ;
Kantor, G. A. ;
Hollis, R. L. .
2006 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), VOLS 1-10, 2006, :2884-+
[6]  
Lin C. M., 2014, IEEE T IND IN PRESS
[7]   Adaptive tracking controller design for robotic systems using Gaussian wavelet networks [J].
Lin, CK .
IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 2002, 149 (04) :316-322
[8]   Development of a Self-Balancing Human Transportation Vehicle for the Teaching of Feedback Control [J].
Lin, Shui-Chun ;
Tsai, Ching-Chih .
IEEE TRANSACTIONS ON EDUCATION, 2009, 52 (01) :157-168
[9]  
Petty RD, 2003, INT SYMP TECHNOL SOC, P33
[10]  
Sasaki M., 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems, P1697, DOI 10.1109/IROS.2005.1545564