A novel chatter detection method in micro-milling process using wavelet packet entropy

被引:3
|
作者
Jing, Xiubing [1 ]
Yang, He [1 ]
Song, Xiaofei [1 ]
Chen, Yun [2 ]
Li, Huaizhong [3 ]
机构
[1] Tianjin Univ, Sch Mech Engn, Key Lab Equipment Design & Mfg Technol, Tianjin 300072, Peoples R China
[2] Xiamen Univ, Dept Mech & Elect Engn, Xiamen 361005, Peoples R China
[3] Griffith Univ, Griffith Sch Engn, Gold Coast Campus, Griffith, Qld 4222, Australia
来源
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY | 2024年 / 131卷 / 9-10期
关键词
Chatter detection; Milling process; Wavelet packet decomposition; Energy entropy; FAULT-DIAGNOSIS METHOD; EMD ENERGY ENTROPY; IDENTIFICATION; SUPPRESSION; VIBRATION;
D O I
10.1007/s00170-024-13325-0
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Chatter has always been a detrimental problem restricting the improvement of surface quality and processing efficiency in machining processes. Chatter detection is an essential approach to prevent these harmful effects, which aims to identify chatter occurrence at the early stage. Energy entropic methods explain chatter from randomness perspective of energy distribution and are often applied to detect chatter in machining processes. However, the energy of the milling system at the chatter frequency increase slowly at the onset of chatter, which lead to that energy entropy is sometimes challenging to identify weak chatter. In this paper, a new method based on combination of wavelet packet energy entropy and energy ratio is proposed to monitor chatter. By detecting the energy ratio of chatter frequency band, it is feasible to set a threshold to represent the different milling states and can accurately detect weak chatter. The proposed approach is assessed by using preliminary numerical simulation and several milling experiments, and the results demonstrate that the proposed method can effectively detect chatter.
引用
收藏
页码:5289 / 5303
页数:15
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