Title :
Adaptive fuzzy control of a belt-driven precision positioning table
Author :
El-Sharkawi, M.A. ; Guo, Yonghong
Author_Institution :
Dept. of Electr. Eng., Univ. of Washington, Seattle, WA, USA
Abstract :
Because of their lower cost, higher speed, and longer travel, belt drive positioning systems are quite desirable over screw-driven systems. However, belt drive systems are inherently difficult to control due to belt flexibility, stretch, backlash, and other nonlinearities. In this paper, a composite fuzzy controller, consisting of a feedback fuzzy controller and a feedforward acceleration compensator, is introduced to control a belt drive precision positioning table. Using a linear encoder with a resolution of 0.5 μm, zero final positioning error and RMS track following error of around 30 μm are obtained. A self-tuning scheme based on evolutionary computation (EC) is then proposed to make this controller adaptive. The evolutionary computation optimizes the controller gains by experimentally running the controller on the actual system with a step command. The test results of the actual system have demonstrated the effectiveness and efficiency of the proposed self-tuning technique.
Keywords :
acceleration control; adaptive control; feedback; feedforward; fuzzy control; genetic algorithms; intelligent control; machine control; motor drives; position control; RMS track following error; adaptive fuzzy control; belt backlash; belt flexibility; belt stretch; belt-driven precision positioning table; composite fuzzy controller; composite fuzzy controller design; controller gains optimisation; electric drives; evolutionary computation; feedback fuzzy controller; feedforward acceleration compensator; genetic-algorithm; intelligent control; linear encoder; self-tuning scheme; zero final positioning error; Adaptive control; Belts; Control nonlinearities; Control systems; Costs; Evolutionary computation; Feedback; Fuzzy control; Nonlinear control systems; Programmable control;
Conference_Titel :
Electric Machines and Drives Conference, 2003. IEMDC'03. IEEE International
Print_ISBN :
0-7803-7817-2
DOI :
10.1109/IEMDC.2003.1210650