A Direct Inverse Model for Hysteresis Compensation

被引:42
|
作者
Li, Zhi [1 ]
Shan, Jinjun [2 ]
Gabbert, Ulrich [3 ]
机构
[1] Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
[2] York Univ, Dept Earth & Space Sci & Engn, Toronto, ON M3J 1P3, Canada
[3] Otto von Guericke Univ, Inst Mech, D-39106 Magdeburg, Germany
基金
中国国家自然科学基金;
关键词
Hysteresis; Relays; Computational modeling; Numerical models; Inverse problems; Piezoelectric actuators; Direct inverse model (DIM); hysteresis nonlinearity; inverse compensation; piezoelectric actuator; Preisach model;
D O I
10.1109/TIE.2020.2984452
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The feedforward inverse compensation is a typical approach to compensate for the hysteresis nonlinearity in smart materials based actuators, which often requires to develop a hysteresis model first and to compute the parameters of the inverse compensator based on the hysteresis model. Different from the above method, a direct inverse model (DIM) constructed by newly proposed clockwise relay operators is developed in this article. The direct inverse modeling approach is free from constructing the inverse compensator, and can be directly used as the inverse compensator. The parameters of DIM can be obtained via the model identification using the experimental data. In order to facilitate the numerical implementation and reduce the model complexity of DIM, a QR factorization based selection mechanism is employed to select the dominant clockwise relay operators. The reduced DIM is capable of preserving the accuracy of the full DIM. The simulation study and experiments are conducted to validate the effectiveness of the developed compensation approach.
引用
收藏
页码:4173 / 4181
页数:9
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