A Fractional-Order Normalized Bouc-Wen Model for Piezoelectric Hysteresis Nonlinearity

被引:58
|
作者
Kang, Shengzheng [1 ]
Wu, Hongtao [1 ]
Li, Yao [2 ]
Yang, Xiaolong [3 ]
Yao, Jiafeng [1 ]
机构
[1] Nanjing Univ Sci & Technol, Coll Mech & Elect Engn, Nanjing 210016, Peoples R China
[2] Nanjing Inst Technol, Sch Innovat & Entrepreneurship, Ind Ctr, Nanjing 211167, Peoples R China
[3] Nanjing Univ Sci & Technol, Sch Mech Engn, Nanjing 210094, Peoples R China
基金
中国国家自然科学基金;
关键词
Hysteresis; Mathematical model; Redundancy; Fractional calculus; Adaptation models; Numerical models; Shape; Bouc-Wen (BW) model; fractional order; hysteresis nonlinearity; piezoelectric actuator; COMPENSATION; IDENTIFICATION; ACTUATORS; MECHANISM; SYSTEMS;
D O I
10.1109/TMECH.2021.3058851
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article presents a new fractional-order normalized Bouc-Wen (BW) (FONBW) model to describe the asymmetric and rate-dependent hysteresis nonlinearity of piezoelectric actuators (PEAs). In view of the fact that the classical BW (CBW) model is only efficient for the symmetric and rate-independent hysteresis description, the FONBW model is devoted to characterizing the asymmetric and rate-dependent behaviors of the hysteresis in PEAs by adopting an Nth-order polynomial input function and two fractional operators, respectively. Different from the traditional modified BW models, the proposed FONBW model also eliminates the redundancy of parameters in the CBW model via the normalization processing. By this way, the developed FONBW model has a relatively simple mathematic expression with fewer parameters to simultaneously characterize the asymmetric and rate-dependent hysteresis behaviors of PEAs. Model parameters are identified by the self-adaptive differential evolution algorithm. To validate the effectiveness of the proposed model, a series of model verification and inverse-multiplicative-structure-based feedforward control experiments are carried out on a PEA system. Results show that the proposed model is superior to the CBW model and traditional modified BW model in modeling accuracy and hysteresis compensation.
引用
收藏
页码:126 / 136
页数:11
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