Development of an adaptive smith controller for cutting torque control in a milling process

IF 6.1 1区 工程技术 Q1 ENGINEERING, MANUFACTURING
Mao-Qi Hong, Meng-Shiun Tsai
{"title":"Development of an adaptive smith controller for cutting torque control in a milling process","authors":"Mao-Qi Hong,&nbsp;Meng-Shiun Tsai","doi":"10.1016/j.jmapro.2024.09.048","DOIUrl":null,"url":null,"abstract":"<div><div>Optimizing the feedrate to regulate cutting force or torque not only enhances machining efficiency but also protects machines against wear and tear. Generally, most of the studies simplified the dynamic model of machining process as a first or second-order transfer functions and the effects of the interpolator and communication dead-time delay of control signals were not included. Neglecting these factors could lead to system instability or oscillations when machining conditions change. In this paper, a comprehensive machining process model that integrates interpolation, servo drive system, cutting model, and communication dead-time delay is developed. To address varying dynamic behaviors under different machining conditions, such as different cutting depths, an adaptive Smith controller was developed. The proposed controller integrates an online parameter estimator and a Smith predictor. The estimated parameter reflected the cutting process dynamics, including the effects of tool wear and system uncertainties. The Smith predictor architecture was used to solve the communication dead-time delay problem, which was neglected in previous studies. The performance of the adaptive Smith controller was experimentally validated on a workpiece with three different cutting depths. Compared to a conventional proportional-integral controller or a Smith predictor, the adaptive Smith controller could adjust the feedrate to maintain a constant torque with less oscillations. The proposed control architecture reduced machining time by 10.5 % compared to an uncontrolled case.</div></div>","PeriodicalId":16148,"journal":{"name":"Journal of Manufacturing Processes","volume":"131 ","pages":"Pages 815-826"},"PeriodicalIF":6.1000,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Manufacturing Processes","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1526612524009678","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, MANUFACTURING","Score":null,"Total":0}
引用次数: 0

Abstract

Optimizing the feedrate to regulate cutting force or torque not only enhances machining efficiency but also protects machines against wear and tear. Generally, most of the studies simplified the dynamic model of machining process as a first or second-order transfer functions and the effects of the interpolator and communication dead-time delay of control signals were not included. Neglecting these factors could lead to system instability or oscillations when machining conditions change. In this paper, a comprehensive machining process model that integrates interpolation, servo drive system, cutting model, and communication dead-time delay is developed. To address varying dynamic behaviors under different machining conditions, such as different cutting depths, an adaptive Smith controller was developed. The proposed controller integrates an online parameter estimator and a Smith predictor. The estimated parameter reflected the cutting process dynamics, including the effects of tool wear and system uncertainties. The Smith predictor architecture was used to solve the communication dead-time delay problem, which was neglected in previous studies. The performance of the adaptive Smith controller was experimentally validated on a workpiece with three different cutting depths. Compared to a conventional proportional-integral controller or a Smith predictor, the adaptive Smith controller could adjust the feedrate to maintain a constant torque with less oscillations. The proposed control architecture reduced machining time by 10.5 % compared to an uncontrolled case.
开发用于铣削过程中切削扭矩控制的自适应史密斯控制器
通过优化进给速度来调节切削力或扭矩,不仅能提高加工效率,还能保护机床免受磨损。一般来说,大多数研究都将加工过程的动态模型简化为一阶或二阶传递函数,没有考虑插补器和控制信号通信死区延迟的影响。忽略这些因素可能会导致系统在加工条件发生变化时出现不稳定或振荡。本文开发了一个综合加工过程模型,该模型集成了插补、伺服驱动系统、切削模型和通信死区延迟。为了解决不同加工条件下的不同动态行为,如不同的切削深度,开发了一种自适应史密斯控制器。所提出的控制器集成了在线参数估计器和史密斯预测器。估计参数反映了切削过程的动态,包括刀具磨损和系统不确定性的影响。Smith 预测器结构用于解决通信死区时间延迟问题,而这在之前的研究中被忽视了。自适应史密斯控制器的性能在具有三种不同切削深度的工件上得到了实验验证。与传统的比例积分控制器或史密斯预测器相比,自适应史密斯控制器可以调整进给速度,以保持恒定的扭矩,减少振荡。与不受控制的情况相比,建议的控制结构缩短了 10.5% 的加工时间。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Journal of Manufacturing Processes
Journal of Manufacturing Processes ENGINEERING, MANUFACTURING-
CiteScore
10.20
自引率
11.30%
发文量
833
审稿时长
50 days
期刊介绍: The aim of the Journal of Manufacturing Processes (JMP) is to exchange current and future directions of manufacturing processes research, development and implementation, and to publish archival scholarly literature with a view to advancing state-of-the-art manufacturing processes and encouraging innovation for developing new and efficient processes. The journal will also publish from other research communities for rapid communication of innovative new concepts. Special-topic issues on emerging technologies and invited papers will also be published.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信