DocumentCode :
11609
Title :
A Novel Direct Inverse Modeling Approach for Hysteresis Compensation of Piezoelectric Actuator in Feedforward Applications
Author :
Yanding Qin ; Yanling Tian ; Dawei Zhang ; Shirinzadeh, Bijan ; Fatikow, Sergej
Author_Institution :
Sch. of Mech. Eng., Tianjin Univ., Tianjin, China
Volume :
18
Issue :
3
fYear :
2013
fDate :
Jun-13
Firstpage :
981
Lastpage :
989
Abstract :
The Prandtl-Ishlinskii (PI) model is widely utilized in hysteresis modeling and compensation of piezoelectric actuators. For systems with rate-independent hysteresis, the inverse PI model is analytically feasible and it can be adopted as a feedforward compensator for the hysteretic nonlinearity of piezoelectric actuators. However, for the rate-dependent PI model, the applicable valid inversion methodology is not yet available. Although simply replacing all the rate-independent terms in the conventional inversion law with the rate-dependent terms can achieve acceptable results at very slow trajectories. However, a large theoretical modeling error is inevitable at fast trajectories, which is investigated through simulations. This paper proposes a new direct approach to derive the inverse PI model directly from experimental data. As no inversion calculation is involved, the proposed direct approach is efficient and the theoretical modeling error can be avoided. In order to validate the accuracy of the direct approach, a number of experiments have been implemented on a piezo-driven compliant mechanism by utilizing the inverse PI model as a feedforward controller. The tracking performance of the mechanism is significantly improved by the direct approach.
Keywords :
compensation; control nonlinearities; feedforward; piezoelectric actuators; Prandtl-Ishlinskii model; direct inverse modeling approach; feedforward application; feedforward compensator; feedforward controller; hysteresis compensation; hysteresis modeling; hysteretic nonlinearity; inverse PI model; inversion law; mechanism tracking performance; piezodriven compliant mechanism; piezoelectric actuator; rate-independent hysteresis; rate-independent term; Feedforward neural networks; Hysteresis; Mathematical model; Piezoelectric actuators; Polynomials; Trajectory; Vectors; Compliant mechanism; Prandtl–Ishlinskii (PI); hysteresis reduction; inverse modeling; rate-dependent;
fLanguage :
English
Journal_Title :
Mechatronics, IEEE/ASME Transactions on
Publisher :
ieee
ISSN :
1083-4435
Type :
jour
DOI :
10.1109/TMECH.2012.2194301
Filename :
6196228
Link To Document :
بازگشت