摘要
存在于压电陶瓷全工作范围内的迟滞非线性特性,往往会导致压电陶瓷执行器的系统精度下降、振荡,甚至造成系统的不稳定。针对周期性的正弦输入信号,提出一种基于分数阶算子的迟滞建模方法。首先,在分析压电特性和分数阶算子特性的基础上,采用结构简单参数少的分数阶算子来描述压电陶瓷的迟滞特性;然后,搭建了基于dSpace的压电驱动微位移定位实验平台;最后,将基于分数阶算子的迟滞建模方法应用于压电驱动微位移定位平台中,对压电陶瓷的迟滞非线性特性进行辨识。实验结果表明采用基于分数阶的迟滞模型(FOM)比传统的Prandtl-Ishlinskii模型(PIM)及其改进的增强型Prandtl-Ishlinskii模型(EPIM)更有优势;在低频段,FOM模型比PIM模型和EPIM模型精度略有提高,但是在高频段,FOM模型比PIM模型和EPIM模型精度则提高显著。在输入频率为100HZ的情况下,所提出的FOM模型较PIM模型的均方根误差(RMSE)值精度提高69.84%,较EPIM模型的RMSE值精度提高68.88%。
Hysteresis nonlinearities in the entire working range of piezoelectric ceramic actuators often result in reduced system accuracy,oscillations,and system instability.For a periodic sinusoidal input signal,a hysteresis modeling method based on a fractional-order operator was proposed herein.First,based on the analysis of piezoelectric and fractional-order operator characteristics,a fractional-order operator involving a simple structure and few parameters was used to describe the hysteresis characteristics of piezoelectric ceramics.Subsequently,a piezoelectric actuated micro-displacement positioning experimental platform based on dSpace was built.Finally,a fractional-order-operator-based hysteresis modeling method was applied to the piezoelectric actuated micro-displacement positioning platform to identify the hysteretic nonlinear characteristics of piezoelectric ceramics.The experimental results show that the Fractional-Order hysteresis Model(FOM)is superior to the traditional Prandtl-Ishlinskii Model(PIM)and the Enhanced Prandtl-Ishlinskii model(EPIM).In the low-frequency range,the precision of the FOM is slightly higher than that of the PIM and EPIM models;however,in the high-frequency range,the precision of the FOM model is significantly higher than that of the PIM and EPIM models.When the input frequency is 100 Hz,the accuracy of the proposed FOM is 69.84%and 68.88%higher than that of the PIM and EPIM models on the root mean square error,respectively.
作者
李致富
黄楠
钟云
曾俊海
马鸽
LI Zhi-fu;HUANG Nan;ZHONG Yun;ZENG Jun-hai;MA Ge(School of Mechanical and Electrical Engineering,Guangzhou University,Guangzhou 510006,China;Center for Intelligent Equipment and Internet-connected Systems,Guangzhou University,Guangzhou 510006,China)
出处
《光学精密工程》
EI
CAS
CSCD
北大核心
2020年第5期1124-1131,共8页
Optics and Precision Engineering
基金
广州市属高校科研项目资助(No.1201610154)
国家自然科学基金资助项目(No.61603105)。
关键词
压电陶瓷执行器
迟滞
分数阶
参数辨识
piezoelectric ceramic actuator
hysteresis
fractional order
parameter identification
