Discrete-time neural control for electrically driven nonholonomic mobile robots

被引:13
作者
Alanis, Alma Y. [1 ]
Lopez-Franco, Michel [1 ]
Arana-Daniel, Nancy [1 ]
Lopez-Franco, Carlos [1 ]
机构
[1] Univ Guadalajara, CUCEI, Zapopan 45080, Jalisco, Mexico
关键词
high-order neural network; extended Kalman filter; inverse optimal neural control; nonholonomic mobile robot; NONLINEAR CONTROL; STABILIZATION; TRACKING; DESIGN;
D O I
10.1002/acs.2289
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An inverse optimal neural controller for discrete-time unknown nonlinear systems, in the presence of external disturbances and parameter uncertainties, is presented. It is based on a discrete-time recurrent high-order neural network trained with an extended Kalman filter-based algorithm. The applicability of the proposed approach is first tested via simulations for an electrically driven nonholonomic mobile robot, and finally, the proposed methodology is implemented on real time. Copyright (c) 2012 John Wiley & Sons, Ltd.
引用
收藏
页码:630 / 644
页数:15
相关论文
共 25 条
[1]   Discrete-time adaptive backstepping nonlinear control via high-order neural networks [J].
Alanis, Alma Y. ;
Sanchez, Edgar N. ;
Loukianov, Alexander G. .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2007, 18 (04) :1185-1195
[2]   Real-Time Discrete Neural Block Control Using Sliding Modes for Electric Induction Motors [J].
Alanis, Alma Y. ;
Sanchez, Edgar N. ;
Loukianov, Alexander G. ;
Perez-Cisneros, Marco A. .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2010, 18 (01) :11-21
[3]  
[Anonymous], 1999, Neural network control of robot manipulators and nonlinear systems
[4]  
[Anonymous], 2004, Kalman filtering and neural networks
[5]  
[Anonymous], P 36 IEEE C DEC CONT
[6]  
[Anonymous], 1995, NONLINEAR ADAPTIVE C
[7]   LOSSLESSNESS, FEEDBACK EQUIVALENCE, AND THE GLOBAL STABILIZATION OF DISCRETE-TIME NONLINEAR-SYSTEMS [J].
BYRNES, CI ;
LIN, W .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1994, 39 (01) :83-98
[8]   Design and implementation of an adaptive fuzzy logic-based controller for wheeled mobile robots [J].
Das, Tamoghna ;
Kar, Indra Narayan .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2006, 14 (03) :501-510
[9]   Simultaneous tracking and stabilization of mobile robots: An adaptive approach [J].
Do, KD ;
Jiang, ZP ;
Pan, J .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2004, 49 (07) :1147-1152
[10]  
Feldkamp LA, 2001, IEEE IJCNN, P109, DOI 10.1109/IJCNN.2001.939001