Browse > Article

Precision Position Control of Piezoelectric Actuator Using Feedforward Hysteresis Compensation and Neural Network  

Kim HyoungSeog (울산대학교 기계자동차공학과 대학원)
Lee Soo Hee (울산대학교 기계자동차공학과 대학원)
Ahn KyungKwan (울산대학교 기계자동차 공학부)
Lee ByungRyong (울산대학교 기계자동차공학부)
Publication Information
Abstract
This work proposes a new method for describing the hysteresis non-linearity of a piezoelectric actuator. The hysteresis behaviour of piezoelectric actuators, including the minor loop trajectory, are modeled by geometrical relationship between a reference major loop and its minor loops. This hysteresis model is transformed into inverse hysteresis model in order to output compensated voltage with regard to the given input displacement. A feedforward neural network, which is trained by a feedback PID control module, is incorporated to the inverse hysteresis model to compensate unknown dynamics of the piezoelectric system. To show the feasibility of the proposed feedforward-feedback controller, some experiments have been carried out and the tracking performance was compared to that of simple PTD controller.
Keywords
piezoelectric actuator; hyseresis; nonlinearty; feedforward; inverse hysteresis-modeling; neural network;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 Tanaka, M., Jiang, Z. W. and Chonan, S., 'Force Control of a Flexible Finger with Distributed Force Sensors and Piezoelectric Actuators,' Proceedings of the 1st International Workshop on Advanced Mechatronics, pp.237-241, 1995
2 Ge, P. and Jouaneh, M., 'Tracking Control of a Piezoceramic Actuator,' IEEE transactions on control systems technology, Vol. 4, No.3, 1996   DOI   ScienceOn
3 Kim, H. S., Lee, B. R. and Park, K. Y., 'Precision Position Control of a Piezoelectric Actuator Using Neural Network,' J. of the KSPE, Vol. 16, No. 11, pp. 9-15, 1999   과학기술학회마을
4 Hong, S. R., 'Precision Position Control of a Piezoelectric Actuator Using Hysteresis Compensation,' Univ. of Ulsan, 2000
5 Jung, S. and Kim, S., 'Inprovement of scanning accuracy of PZT piezoelectric actuators by feedforward model-reference control,' Precision Engineering. Vol.16, No.1, pp.49-55, 1994   DOI   ScienceOn
6 Newcomb, C. V. and Flinn, I., 'Improving the Linearity of Piezoelectrid Ceramic Actuators,' Electronics Letters, Vol.18, No.11, May, pp.442-444. 1982   DOI   ScienceOn
7 Kaizuka, H. and Sui, B., 'A simple way to reduce hysteresis and creep when using piezoelectric actuators,' Japan J. Appl. Phys, Vol.27, No.5, pp.773-776, 1988   DOI   ScienceOn