In-situ tool wear area evaluation in micro milling with considering the influence of cutting force

doi:10.1016/j.ymssp.2021.107971

HFCAS OpenIR

	In-situ tool wear area evaluation in micro milling with considering the influence of cutting force
	Li, Si 1,2; Zhu, Kunpeng 1,3
	2021-12-01
发表期刊	MECHANICAL SYSTEMS AND SIGNAL PROCESSING
ISSN	0888-3270
通讯作者	Zhu, Kunpeng(zhukp@iamt.ac.cn)
摘要	In order to realize the tool wear in-situ monitoring in micro milling, a novel twodimensional tool wear estimation approach is developed in this work. The novelty and strong point of the approach is that it can achieve both high estimation accuracy and computational efficiency for fast tool condition monitoring. For this purpose, an empirical statistical model including both process parameters and force features is firstly proposed for in-situ tool wear area estimation. Then the model is improved to enhance its practicability. By comparing the experimental measurements against the results predicted by the improved model and neural network model, it is shown that the improved model has better prediction effect, which illustrates that this approach can realize tool wear estimation in micro milling. Finally, the influence of each variable in improved model on tool wear is analyzed by grey relational degree. The results of this study indicate that this approach can be used to optimize cutting parameters and predict tool wear online. (c) 2021 Elsevier Ltd. All rights reserved.
关键词	Micro milling Tool wear area Empirical statistical model Milling force Grey relational degree
DOI	10.1016/j.ymssp.2021.107971
关键词[WOS]	CRATER WEAR ; TEMPERATURE ; PREDICTION ; SYSTEM
收录类别	SCI
语种	英语
资助项目	National Key R&D Program of China[2018YFB1703200] ; Anhui Provincial Natural Science Foundation[1808085ME119]
项目资助者	National Key R&D Program of China ; Anhui Provincial Natural Science Foundation
WOS研究方向	Engineering
WOS类目	Engineering, Mechanical
WOS记录号	WOS:000670074900004
出版者	ACADEMIC PRESS LTD- ELSEVIER SCIENCE LTD
引用统计	被引频次：25[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.hfcas.ac.cn:8080/handle/334002/123353
专题	中国科学院合肥物质科学研究院
通讯作者	Zhu, Kunpeng
作者单位	1.Chinese Acad Sci, Hefei Inst Phys Sci, Inst Adv Mfg Technol, Changzhou 213164, Jiangsu, Peoples R China 2.Wuhan Univ Sci & Technol, Minist Educ, Key Lab Met Equipment & Control Technol, Wuhan 430081, Hubei, Peoples R China 3.Wuhan Univ Sci & Technol, Hubei Key Lab Mech Transmiss & Mfg Engn, Wuhan 430081, Hubei, Peoples R China
第一作者单位	中科院合肥物质科学研究院先进制造技术研究所
通讯作者单位	中科院合肥物质科学研究院先进制造技术研究所
推荐引用方式 GB/T 7714	Li, Si,Zhu, Kunpeng. In-situ tool wear area evaluation in micro milling with considering the influence of cutting force[J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING,2021,161.
APA	Li, Si,&Zhu, Kunpeng.(2021).In-situ tool wear area evaluation in micro milling with considering the influence of cutting force.MECHANICAL SYSTEMS AND SIGNAL PROCESSING,161.
MLA	Li, Si,et al."In-situ tool wear area evaluation in micro milling with considering the influence of cutting force".MECHANICAL SYSTEMS AND SIGNAL PROCESSING 161(2021).