DocumentCode :
306394
Title :
A multirate adaptive composite controller for flexible-link robots using neural networks
Author :
Sun, Fuchun ; Sun, Zengqi ; Zhang, Rongjun ; Zhang, Fuming
Author_Institution :
Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing, China
Volume :
2
fYear :
1996
fDate :
14-17 Oct 1996
Firstpage :
1036
Abstract :
A multirate adaptive composite controller using neural networks is presented in this paper for the trajectory tracking control of a flexible-link robot with a partially known nonlinear dynamics. Based on the singular perturbation method and two time-scale decomposition, the flexible-link robot model is decomposed into two subsystems: the slow subsystem and the fast subsystem. Thus, separate slow and fast control laws can be designed for each subsystem and then combined into a composite control. The slow control is implemented by a neural network-based adaptive controller with novel properties and structure, which is used to control the slow subsystem, an equivalent rigid-link manipulator. The fast control is designed to stabilize the fast subsystem around the equilibrium trajectory set up by the slow subsystem under the effect of the slow control
Keywords :
adaptive control; large-scale systems; neurocontrollers; position control; robot dynamics; singularly perturbed systems; equilibrium trajectory; fast subsystem; flexible-link robots; multirate adaptive composite controller; neural network-based adaptive controller; neural networks; partially known nonlinear dynamics; rigid-link manipulator; singular perturbation method; slow subsystem; trajectory tracking control; two time-scale decomposition; Adaptive control; Control systems; Manipulators; Neural networks; Nonlinear control systems; Optimal control; Programmable control; Robot control; Sun; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man, and Cybernetics, 1996., IEEE International Conference on
Conference_Location :
Beijing
ISSN :
1062-922X
Print_ISBN :
0-7803-3280-6
Type :
conf
DOI :
10.1109/ICSMC.1996.571223
Filename :
571223
Link To Document :
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