Novel identification approach for nonlinear systems with hysteresis

被引:0
作者
Zhuo-Yun Nie
Rui-Juan Liu
Qing-Guo Wang
Dong-Sheng Guo
Yi-Jing Ma
Yong-Hong Lan
机构
[1] National Huaqiao University,School of Information Science and Engineering
[2] Xiamen University of Technology,School of Applied Mathematics
[3] University of Johannesburg,Institute for Intelligent Systems
[4] Xiangtan University,College of Information Engineering
来源
Nonlinear Dynamics | 2019年 / 95卷
关键词
Hysteresis; Nonlinear system identification; Bouc–Wen model;
D O I
暂无
中图分类号
学科分类号
摘要
A new identification approach for a nonlinear system with hysteresis, namely a cascading Bouc–Wen hysteresis model with linear dynamics, is proposed in this study. The properties of the Bouc–Wen model are analyzed under specific inputs. These properties play important roles in the parameter identification procedure. Unlike the commonly used iterative search or two-step identification scheme, the proposed approach completely decouples the identification tasks of linear and nonlinear parts and transforms each task into a linear task without iteration. First, a set of equations based on the aforementioned properties is developed. These equations enable the least squares estimation of all the parameters involved in linear dynamics with the use of the designed input signals and extended state estimation. Second, after the linear part is obtained, the hysteresis output is observed and used to establish the least squares estimation of all the parameters in the nonlinear part based on its input–output data. Simulation studies are performed to demonstrate the effectiveness of the proposed approach.
引用
收藏
页码:1053 / 1066
页数:13
相关论文
共 61 条
[1]  
Ji DH(2012)Precise tracking control of piezoelectric actuators based on a hysteresis observer Nonlinear Dyn. 70 1969-1976
[2]  
Koo JH(2004)Modeling and control of hysteresis in magnetostrictive actuators Automatica 40 1469-1480
[3]  
Yoo WJ(2015)Design and analysis of sliding mode controller under approximate hysteresis compensation IEEE Trans. Control Syst. Technol. 23 598-608
[4]  
Tan X(2014)Compensation of hysteresis nonlinearity in magnetostrictive actuators with inverse multiplicative structure for Preisach model IEEE Trans. Autom. Sci. Eng. 11 613-619
[5]  
Baras JS(1976)Method for random vibration of hysteretic system J. Eng. Mech. Div. 102 249-263
[6]  
Edardar M(2016)Asymmetric Prandtl–Ishlinskii hysteresis model for giant magnetostrictive actuator J. Adv. Comput. Intell. Intell. Inform. 20 223-230
[7]  
Tan X(2005)Semilinear Duhem model for rate-independent and rate-dependent hysteresis IEEE Trans. Autom. Control 50 631-645
[8]  
Khalil HK(2013)Nonlinear modeling and decoupling control of XY micropositioning stages with piezoelectric actuators IEEE/ASME Trans. Mechatron. 18 821-832
[9]  
Li Z(2008)Identification of Hammerstein systems in presence of hysteresis-backlash and hysteresis-relay nonlinearities Automatica 44 767-775
[10]  
Su CY(2014)Bouc–Wen hysteresis model identification by the metric-topological evolutionary optimization IEEE Trans. Magn. 50 621-624