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
相关论文
共 50 条
  • [21] Micro Swirl Generation by Piezoelectric Actuator via a Bouc-Wen Model based Sliding Model Control
    Jiang, Bin
    Aoyama, Tadayoshi
    Shan, Wanfeng
    2020 IEEE INTERNATIONAL CONFERENCE ON REAL-TIME COMPUTING AND ROBOTICS (IEEE-RCAR 2020), 2020, : 245 - 249
  • [22] Adaptive Control for Piezoelectric Actuator Using Discrete-Time Bouc-Wen Model
    Tran Vu Minh
    Chen, Xinkai
    2014 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS IEEE-ROBIO 2014, 2014, : 1554 - 1559
  • [23] Improved Bouc-Wen model of piezoelectric actuator and its positioning compensation control study
    Zhou M.
    Zhou Z.
    Liu X.
    Cao T.
    Li Z.
    Zhendong yu Chongji/Journal of Vibration and Shock, 2023, 42 (10): : 155 - 164
  • [24] Modified Bouc-Wen based hysteresis modeling of flexible joint actuator
    Xu M.
    Zhang D.
    Rong C.
    Su L.-R.
    Wang W.-Q.
    Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science), 2022, 56 (08): : 1560 - 1567
  • [25] Active Disturbance Rejection Control for a DEAF Rotation Actuator with Hysteresis using a Bouc-Wen Model
    Chen, Yu
    Qiu, Dehui
    Li, Yuan
    PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 953 - 957
  • [26] Parametric Identification of Bouc-Wen hysteresis Model for Piezoelectric Ceramic Actuator Based on Immune Particle Swarm Optimization Algorithm
    Dong, Ning
    Li, Hong-Juan
    Liu, Xiang-Dong
    Cai, Chun-Xia
    MICRO-NANO TECHNOLOGY XIV, PTS 1-4, 2013, 562-565 : 509 - 515
  • [27] Two Degree-of-Freedom Robust Digital Controller Design With Bouc-Wen Hysteresis Compensator for Piezoelectric Positioning Stage
    Ahmad, Irfan
    IEEE ACCESS, 2018, 6 : 17275 - 17283
  • [28] Nonlinear Hysteresis Modeling of Piezoelectric Actuators Using a Generalized Bouc-Wen Model
    Gan, Jinqiang
    Zhang, Xianmin
    MICROMACHINES, 2019, 10 (03):
  • [29] Hysteresis modeling and investigations of a piezoelectric ring bender using Bouc-Wen model
    Regulski, Roman
    III INTERNATIONAL CONFERENCE OF COMPUTATIONAL METHODS IN ENGINEERING SCIENCE (CMES 18), 2019, 252
  • [30] Adaptive compound control based on generalized Bouc-Wen inverse hysteresis modeling in piezoelectric actuators
    Zhang, Quan
    Gao, Yuanpeng
    Li, Qingling
    Yin, Dayi
    REVIEW OF SCIENTIFIC INSTRUMENTS, 2021, 92 (11):