Yunzhi Zhang , Jie Ling , Micky Rakotondrabe , Yuchuan Zhu , Dan Wang
{"title":"Modeling and feedforward control of hysteresis in piezoelectric actuators considering its rotation and expansion","authors":"Yunzhi Zhang , Jie Ling , Micky Rakotondrabe , Yuchuan Zhu , Dan Wang","doi":"10.1016/j.mechatronics.2025.103354","DOIUrl":null,"url":null,"abstract":"<div><div>Piezoelectric actuators (PEAs) play a key role in precision engineering, but their strong rate-dependent hysteresis affects accuracy. Existing hysteresis models fail to capture the simultaneous rotation and expansion of hysteresis at high rates. This paper proposes a modified Prandtl–Ishlinskii model in a Hammerstein-like architecture (HAMPI) aiming to model the rotation and expansion of the hysteresis at different input rates. Simulations and experiments are conducted to validate the HAMPI model across a wide range of input rates (50–500 Hz) and amplitudes (0–140 V), revealing that the proposed model has the root-mean-square error (resp. relative root-mean-square error) of 0.47 <span><math><mi>μ</mi></math></span>m (resp. 3.07%), which is lower than the results of existing hysteresis model. Additionally, a HAMPI-based feedforward controller with the inverse multiplicative structure shows that the tracking performance RMS error (resp. NRMS error) can be kept within 0.09 <span><math><mi>μ</mi></math></span>m (resp. 2.25%) when the operating frequency is below 150 Hz. Meanwhile, the displacement attenuation issue in feedforward control caused by the rate-dependent rotation of hysteresis loops is also successfully addressed by the proposed HAMPI model.</div></div>","PeriodicalId":49842,"journal":{"name":"Mechatronics","volume":"110 ","pages":"Article 103354"},"PeriodicalIF":3.1000,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Mechatronics","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0957415825000637","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
Piezoelectric actuators (PEAs) play a key role in precision engineering, but their strong rate-dependent hysteresis affects accuracy. Existing hysteresis models fail to capture the simultaneous rotation and expansion of hysteresis at high rates. This paper proposes a modified Prandtl–Ishlinskii model in a Hammerstein-like architecture (HAMPI) aiming to model the rotation and expansion of the hysteresis at different input rates. Simulations and experiments are conducted to validate the HAMPI model across a wide range of input rates (50–500 Hz) and amplitudes (0–140 V), revealing that the proposed model has the root-mean-square error (resp. relative root-mean-square error) of 0.47 m (resp. 3.07%), which is lower than the results of existing hysteresis model. Additionally, a HAMPI-based feedforward controller with the inverse multiplicative structure shows that the tracking performance RMS error (resp. NRMS error) can be kept within 0.09 m (resp. 2.25%) when the operating frequency is below 150 Hz. Meanwhile, the displacement attenuation issue in feedforward control caused by the rate-dependent rotation of hysteresis loops is also successfully addressed by the proposed HAMPI model.
期刊介绍:
Mechatronics is the synergistic combination of precision mechanical engineering, electronic control and systems thinking in the design of products and manufacturing processes. It relates to the design of systems, devices and products aimed at achieving an optimal balance between basic mechanical structure and its overall control. The purpose of this journal is to provide rapid publication of topical papers featuring practical developments in mechatronics. It will cover a wide range of application areas including consumer product design, instrumentation, manufacturing methods, computer integration and process and device control, and will attract a readership from across the industrial and academic research spectrum. Particular importance will be attached to aspects of innovation in mechatronics design philosophy which illustrate the benefits obtainable by an a priori integration of functionality with embedded microprocessor control. A major item will be the design of machines, devices and systems possessing a degree of computer based intelligence. The journal seeks to publish research progress in this field with an emphasis on the applied rather than the theoretical. It will also serve the dual role of bringing greater recognition to this important area of engineering.