The Research on Thermal Error Modeling and Compensation on Machine Tools

Bing Ren, Xiao-hong Ren, Shan Huang, Guozhi Li
{"title":"The Research on Thermal Error Modeling and Compensation on Machine Tools","authors":"Bing Ren, Xiao-hong Ren, Shan Huang, Guozhi Li","doi":"10.1109/ICCECT.2012.61","DOIUrl":null,"url":null,"abstract":"To diminish the thermal error and to enhance the machining precision of CNC machines, thermal error compensation is an effective way. Taking GMC4000H/2 machining center as research object, this paper focuses on the thermal compensation skills of machine tools. Firstly, detection method of thermal deformation error on machine tool was introduced. And then, this paper established compensation models between measured temperature parameters and thermal error parameters using PSO-BP neural network. Finally, a thermal compensation controller that was used to implement error compensation was developed. The thermal compensation controller hardware and simulation result were given. The simulation experimentation showed that the PSOBP neural network can enhance precision from 93μm to 13μm, and also the model had good performance of compensation and fitting.","PeriodicalId":153613,"journal":{"name":"2012 International Conference on Control Engineering and Communication Technology","volume":"23 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 International Conference on Control Engineering and Communication Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCECT.2012.61","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

Abstract

To diminish the thermal error and to enhance the machining precision of CNC machines, thermal error compensation is an effective way. Taking GMC4000H/2 machining center as research object, this paper focuses on the thermal compensation skills of machine tools. Firstly, detection method of thermal deformation error on machine tool was introduced. And then, this paper established compensation models between measured temperature parameters and thermal error parameters using PSO-BP neural network. Finally, a thermal compensation controller that was used to implement error compensation was developed. The thermal compensation controller hardware and simulation result were given. The simulation experimentation showed that the PSOBP neural network can enhance precision from 93μm to 13μm, and also the model had good performance of compensation and fitting.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
机床热误差建模与补偿研究
为了减小热误差,提高数控机床的加工精度,热误差补偿是一种有效的方法。本文以GMC4000H/2加工中心为研究对象,重点研究机床热补偿技术。首先介绍了机床热变形误差的检测方法。然后,利用PSO-BP神经网络建立了实测温度参数与热误差参数之间的补偿模型。最后,设计了一种用于误差补偿的热补偿控制器。给出了热补偿控制器的硬件设计和仿真结果。仿真实验表明,PSOBP神经网络将模型精度从93μm提高到13μm,且模型具有良好的补偿和拟合性能。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Research and Practice of Distributed Parallel Search Algorithm on Hadoop_MapReduce Solution of Massive Data Update Performance Fuzzy Control of Linear Flexible Double Inverted Pendulum System Research on XML Digital Signature Application in the Log Protection of Typesetting on Web A Novel Numerical Integration Method Based on Artificial Bee Colony Algorithm
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1