Mohammad Mohammadi Shahir, Mehdi Mirzaei, Maryam Farbodi, Sadra Rafatnia
{"title":"Estimation of shape memory alloy actuator dynamics to design reduced-order position controller with input saturation","authors":"Mohammad Mohammadi Shahir, Mehdi Mirzaei, Maryam Farbodi, Sadra Rafatnia","doi":"10.1049/cth2.12665","DOIUrl":null,"url":null,"abstract":"<p>This study focuses on the precise model estimation for a position control problem actuated by a shape memory alloy (SMA) wire. Because the hysteresis characteristic of SMA introduces complexities in system modelling and adds degrees of freedom, a model with reduced order is implemented for controller design. This model is online updated by calculating a complementary term from the measured data to compensate for the SMA actuator dynamics and other parametric uncertainties. The position controller, derived from the formulated reduced-order model, adapts itself to real conditions and is cost-effective due to the use of only displacement sensor. The saturation of the control input is modelled within the structure of a constrained optimization problem solved by Karush–Kuhn–Tucker theorem. The boundedness of mean and covariance of tracking error and its derivative is demonstrated by stochastic analysis. The experimental results conducted on a platform incorporating a SMA wire show the efficiency of the proposed system in precisely controlling the position by admissible voltage range. The comparative results with a sliding mode controller indicate higher accuracy for the proposed controller to reduce the effect of uncertainties.</p>","PeriodicalId":50382,"journal":{"name":"IET Control Theory and Applications","volume":"18 10","pages":"1301-1313"},"PeriodicalIF":2.2000,"publicationDate":"2024-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cth2.12665","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IET Control Theory and Applications","FirstCategoryId":"94","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1049/cth2.12665","RegionNum":4,"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
This study focuses on the precise model estimation for a position control problem actuated by a shape memory alloy (SMA) wire. Because the hysteresis characteristic of SMA introduces complexities in system modelling and adds degrees of freedom, a model with reduced order is implemented for controller design. This model is online updated by calculating a complementary term from the measured data to compensate for the SMA actuator dynamics and other parametric uncertainties. The position controller, derived from the formulated reduced-order model, adapts itself to real conditions and is cost-effective due to the use of only displacement sensor. The saturation of the control input is modelled within the structure of a constrained optimization problem solved by Karush–Kuhn–Tucker theorem. The boundedness of mean and covariance of tracking error and its derivative is demonstrated by stochastic analysis. The experimental results conducted on a platform incorporating a SMA wire show the efficiency of the proposed system in precisely controlling the position by admissible voltage range. The comparative results with a sliding mode controller indicate higher accuracy for the proposed controller to reduce the effect of uncertainties.
本研究的重点是对由形状记忆合金(SMA)线材驱动的位置控制问题进行精确的模型估计。由于 SMA 的滞后特性给系统建模带来了复杂性并增加了自由度,因此在控制器设计中采用了一个阶数较低的模型。该模型通过计算测量数据的补充项进行在线更新,以补偿 SMA 执行器的动态和其他参数的不确定性。位置控制器由所建立的降阶模型导出,能适应实际条件,并且由于只使用了位移传感器,因此成本效益高。控制输入的饱和度是通过卡鲁什-库恩-塔克(Karush-Kuhn-Tucker)定理求解的约束优化问题结构来模拟的。通过随机分析证明了跟踪误差及其导数的均值和协方差的有界性。在装有 SMA 导线的平台上进行的实验结果表明,所提出的系统能在允许的电压范围内有效地精确控制位置。与滑动模式控制器的比较结果表明,拟议控制器的精度更高,可减少不确定性的影响。
期刊介绍:
IET Control Theory & Applications is devoted to control systems in the broadest sense, covering new theoretical results and the applications of new and established control methods. Among the topics of interest are system modelling, identification and simulation, the analysis and design of control systems (including computer-aided design), and practical implementation. The scope encompasses technological, economic, physiological (biomedical) and other systems, including man-machine interfaces.
Most of the papers published deal with original work from industrial and government laboratories and universities, but subject reviews and tutorial expositions of current methods are welcomed. Correspondence discussing published papers is also welcomed.
Applications papers need not necessarily involve new theory. Papers which describe new realisations of established methods, or control techniques applied in a novel situation, or practical studies which compare various designs, would be of interest. Of particular value are theoretical papers which discuss the applicability of new work or applications which engender new theoretical applications.