An Evaluation Study of EMD, EEMD, and VMD For Chatter Detection in Milling

被引:21
作者
Seyrek, Pelin [1 ]
Sener, Batihan [1 ]
Ozbayoglu, A. Murat [2 ]
Unver, Hakki Ozgur [1 ]
机构
[1] TOBB Univ Econ & Technol, Dept Mech Engn, Ankara, Turkey
[2] TOBB Univ Econ & Technol, Dept Artificial Intelligence Engn, Ankara, Turkey
来源
3RD INTERNATIONAL CONFERENCE ON INDUSTRY 4.0 AND SMART MANUFACTURING | 2022年 / 200卷
关键词
Milling; Chatter Detection; Empirical Mode Decomposition (EMD); Ensemble Empirical Mode Decomposition (EEMD); Variational Mode Decomposition (VMD); EMPIRICAL MODE DECOMPOSITION; DENOISING METHOD; WAVELET PACKETS; IDENTIFICATION;
D O I
10.1016/j.procs.2022.01.215
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In modem machining processes, chatter is an inherent phenomenon that hinders efficiency, productivity, and automation. Numerous methods have been proposed using analytical, computational, and artificial intelligence methods to detect and avoid chatter during milling. The vibration signals generated during machining are of non-stationary and non-linearity nature. Hence solely time or frequency domain analysis are not adequate methods for chatter detection. This study investigates the performance of more advanced mode decomposition methods and compares them. Three decomposition methods, namely, empirical mode decomposition (EMD), ensemble empirical mode decomposition (EEMD), and variational mode decomposition (VMD), are used to decompose and identify chatter frequency bands. After decomposition, Hilbert-Huang transform (HHT) was applied for visualization. The comparative results indicate that EEMD or VMD decomposition methods performed better than EMD for intelligent chatter detection. (C) 2022 The Authors. Published by Elsevier B.V.
引用
收藏
页码:160 / 174
页数:15
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