SVD-based Preisach hysteresis identification and composite control of piezo actuators

被引:35
作者
Liu, Lei [1 ]
Tan, Kok Kiong
Chen, Si-Lu [2 ]
Huang, Sunan
Lee, Tong Heng
机构
[1] Natl Univ Singapore, NUS Grad Sch Integrat Sci & Engn, Dept Elect & Comp Engn, Singapore 117576, Singapore
[2] Singapore Inst Mfg Technol, Singapore 638075, Singapore
关键词
Preisach hysteresis; Piezo actuator; SVD; Preisach-based inversion; COMPENSATION; MODEL;
D O I
10.1016/j.isatra.2012.01.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the singular value decomposition (SVD) based identification and compensation of the hysteretic phenomenon in piezo actuators are addressed using a Preisach model. First, this paper presents an SVD-based least squares algorithm and a revision approach of the identification through updating the SVD. With the identified parameters and a log of the memory curve, a Preisach-based inversion compensator is constructed which is complemented with a feedback controller to address the inevitable and residual modeling errors. Experimental results are furnished for both the identification and compensation approaches. The Preisach-based feedforward controller significantly improves the tracking performance and reduces the root-mean-square (RMS) tracking error of a PID controller by 76.7% and 89% at 1 Hz and 25 Hz, respectively. With the proposed composite controller, the percent-RMS errors at 1 Hz and 25 Hz are reduced to 0.035% and 0.31%, respectively. (c) 2012 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:430 / 438
页数:9
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