DocumentCode :
2487179
Title :
Neural network plus fuzzy PD control of tip vibration for flexible-link manipulators
Author :
Sun, Fuchun ; Zhang, Lingbo ; Tang, Yuangang ; Zhang, Jianwei
Author_Institution :
Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing, China
Volume :
3
fYear :
2004
fDate :
28 Sept.-2 Oct. 2004
Firstpage :
2942
Abstract :
A neural network (NN) plus fuzzy PD controller is presented in this paper for the trajectory tracking of a flexible-link manipulator, where the robot tip vibration is measured by an optical measurement device with position-sensitive detectors (PSD). Based on the singular perturbation method and two time-scale decompositions, the flexible-link robot model is decomposed into a slow subsystem of an equivalent rigid-link manipulator and a fast subsystem of flexible mode. An NN-based adaptive controller is used to implement the angle position control of the slow dynamics, while the fuzzy PD control with PSD tip deflection measurement is designed to suppress the vibration along with the robot control process. Finally, the control performance of the proposed control approach is illustrated by experimental research.
Keywords :
PD control; adaptive control; flexible manipulators; fuzzy control; manipulator dynamics; neurocontrollers; position control; singularly perturbed systems; vibration control; adaptive controller; angle position control; flexible-link manipulators; fuzzy PD control; neural network; optical measurement device; position-sensitive detectors; proportional-derivative control; rigid-link manipulator; robot control; robot tip vibration; singular perturbation method; tip deflection measurement; trajectory tracking; two time-scale decomposition; vibration suppression; Fuzzy control; Fuzzy neural networks; Manipulators; Neural networks; Optical devices; PD control; Position measurement; Robots; Vibration control; Vibration measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Robots and Systems, 2004. (IROS 2004). Proceedings. 2004 IEEE/RSJ International Conference on
Print_ISBN :
0-7803-8463-6
Type :
conf
DOI :
10.1109/IROS.2004.1389856
Filename :
1389856
Link To Document :
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