Adaptive neural controller for redundant robot manipulators and collision avoidance with mobile obstacles

被引:41
作者
Daachi, Boubaker [1 ]
Madani, Tarek [2 ]
Benallegue, Abdelaziz [2 ]
机构
[1] Univ Paris E, LISSI, F-92400 Vitry Sur Seine, France
[2] Lab Ingn Syst Versailles, F-78140 Velizy Villacoublay, France
关键词
Adaptive nonlinear control; Neural network; Robot manipulators; Collision avoidance; KINEMATIC CONTROL; NETWORK; TRACKING;
D O I
10.1016/j.neucom.2011.10.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper presents a new controller approach applied to redundant robot manipulators constrained by mobile obstacles. The proposed controller is constructed in task space by using optimization strategy, in order to achieve a good trajectory tracking of the end effector even if the obstacles are fixed or mobile. The criterion to be optimized is chosen as the sum of the joint displacements energy and the internal penalty functions that take into account the obstacle positions. Any knowledge on the dynamic model is needed, only its structure. All unknown functions in the robot dynamical model, written in extended Cartesian space, are carried out using multilayer perceptron (MLP) neural networks. The adaptation laws of the neural parameters are obtained via closed loop stability analysis of the system (Lyapunov approach). In order to evaluate the proposed controller performance a 3 DOF robot manipulator evolving in a vertical space constrained by a mobile obstacle is used. The obtained results show its effectiveness. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:50 / 60
页数:11
相关论文
共 30 条
[1]  
[Anonymous], 2002, NEUROFUZZY CONTROL I
[2]  
Bailleuil J., 1986, P ICRA BUD HUNG AUG
[3]  
CHERIF A, 1997, P MCCS 97 MINN US
[4]   A neural network adaptive controller for end-effector tracking of redundant robot manipulators [J].
Daachi, B. ;
Benallegue, A. .
JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2006, 46 (03) :245-262
[5]  
De Luca A., 1992, P ICRA 1992 NIC FRAN
[6]   DYNAMIC CONTROL OF REDUNDANT MANIPULATORS [J].
HSU, P ;
HAUSER, J ;
SASTRY, S .
JOURNAL OF ROBOTIC SYSTEMS, 1989, 6 (02) :133-148
[8]   A hierarchical neuro-fuzzy system to near optimal-time trajectory planning of redundant manipulators [J].
Khoukhi, Amar ;
Baron, Luc ;
Balazinski, Marek ;
Demirli, Kudret .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2008, 21 (07) :974-984
[9]  
KIM SW, 1994, P ICRA SAN DIEG
[10]   REVIEW OF PSEUDOINVERSE CONTROL FOR USE WITH KINEMATICALLY REDUNDANT MANIPULATORS [J].
KLEIN, CA ;
HUANG, CH .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1983, 13 (02) :245-250