Intelligent Rate-Dependent Hysteresis Control Compensator Design With Bouc-Wen Model Based on RMSO for Piezoelectric Actuator

被引:13
|
作者
Liu, Dongbo [1 ,2 ]
Fang, Yu [1 ,2 ]
Wang, Haibin [1 ]
机构
[1] Xihua Univ, Sch Elect Engn & Elect Informat, Chengdu 610039, Peoples R China
[2] Yamaguchi Univ, Grad Sch Sci & Technol Innovat, Yamaguchi 7538511, Japan
来源
IEEE ACCESS | 2020年 / 8卷 / 08期
基金
中国国家自然科学基金;
关键词
Hysteresis; Mathematical model; Biological system modeling; Piezoelectric actuators; Optimization; Adaptation models; Computational modeling; Piezoelectric actuator; swarm intelligent algorithm; hysteresis nonlinearity; Bouc-Wen modeling; intelligent control; SYSTEM;
D O I
10.1109/ACCESS.2020.2984645
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Piezoelectric actuators (PAs) require high precision positioning for the applications of micro electrical mechanical systems, but it exhibits hysteresis nonlinearity which deteriorates positioning accuracy if no proper compensation is given. Hysteresis nonlinear modeling of PAs is a prime choice for hysteresis compensation. This paper proposes a novel intelligent positioning control algorithm based on Bouc-Wen (BW) model for the compensation of a bi-morph type piezoelectric actuator (PA) suffering rate-dependent hysteresis. A region based mixed-species swarm optimization (RMSO) algorithm is proposed for BW modeling to capture the dynamic nonlinearity of a piezoelectric actuator which exhibits rate-dependent hysteresis. Results of numerical simulations have been disclosed to illustrate the performance enhancement of RMSO over classical algorithm while they are applied to the parameter fitting problem of BW model for experimentally acquired datasets. An model based adaptive Fuzzy neural network (Fuzzy-NN) controller of PA is utilized to compensate the hysteresis for the positioning tracking control. Experimental results also illustrate the good performance of the proposed RMSO-BW based control scheme for the hysteresis compensation control of the PA.
引用
收藏
页码:63993 / 64001
页数:9
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