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Rate-dependent hysteresis model of piezoelectric using singularity free prandtl-ishlinskii model
Conference proceeding

Rate-dependent hysteresis model of piezoelectric using singularity free prandtl-ishlinskii model

U. X. Tan, T. L. Win, C. Y. Shee, W. T. Ang and IEEE
2007 International Symposium on Computational Intelligence in Robotics and Automation : Jacksonville, FL, 20-22 June 2007, p.149
01/01/2007

Abstract

Automation & Control Systems Robotics Science & Technology Technology
Actuators using advance materials like piezoelectric and shape memory alloy are gaining popularity in applications involving high frequency, high precision and also when there's a need in compactness. As time is required for the switching of polarization, the phenomena hysteretic behavior of these materials changes with rate. Most present hysteresis models are based on rate-independent assumption and cannot be applied for non-periodic applications. To make matters worse, the hysteresis actually becomes ill-conditioned when the velocity is high at the turning point. This paper proposes a phenomena rate-dependent model using a modified Prandtl-Ishlinskii (PI) operator without singularity to model the behavior of piezoelectric actuators, even when subjected to varying frequency signals. Past work had shown that the weights of the Prandtl-Ishlinskii operators vary linearly with velocity when the velocity is less than 900 mu m/s. As the first weight becomes negative when operating at higher frequencies, the threshold value has to be kept large to avoid the singularity problem when computing the inverse Prandtl-Ishlinskii model. Similar ill-conditioned problems also arise when the actuators are subjected to heavy loads. Thus, this paper proposes extensions to the PI operator by mapping the hysteresis data through a linear transformation onto a domain where the singularity problem is removed. The inverse weights are obtained and subsequently used to compute the inverse hysteresis model and implemented as an open-loop feed-forward control of a piezoelectric actuator.

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