Machine vision based condition monitoring and fault diagnosis of machine tools using information from machined surface texture: A review

Y Liu, L Guo, H Gao, Z You, Y Ye, B Zhang - Mechanical Systems and …, 2022 - Elsevier
Abstract Machine vision based condition monitoring and fault diagnosis of machine tools
(MVCMFD-MTs) is a vital technique of condition-based maintenance (CBM) in both metal …

[HTML][HTML] A review of chatter vibration research in milling

YUE Caixu, GAO Haining, LIU Xianli, SY Liang… - Chinese Journal of …, 2019 - Elsevier
Chatter is a self-excited vibration of parts in machining systems. It is widely present across a
range of cutting processes, and has an impact upon both efficiency and quality in production …

Chatter detection methods in the machining processes: A review

WK Wang, M Wan, WH Zhang, Y Yang - Journal of Manufacturing …, 2022 - Elsevier
Chatter is a self-excited vibration phenomenon occurring in the cutting process, and the
onset of chatter will result in the worse machined surface and the redistribution of frequency …

Advanced data collection and analysis in data-driven manufacturing process

K Xu, Y Li, C Liu, X Liu, X Hao, J Gao… - Chinese Journal of …, 2020 - Springer
The rapidly increasing demand and complexity of manufacturing process potentiates the
usage of manufacturing data with the highest priority to achieve precise analyze and control …

Chatter detection in milling processes—a review on signal processing and condition classification

JH Navarro-Devia, Y Chen, DV Dao, H Li - The International Journal of …, 2023 - Springer
Among the diverse challenges in machining processes, chatter has a significant detrimental
effect on surface quality and tool life, and it is a major limitation factor in achieving higher …

A kMap optimized VMD-SVM model for milling chatter detection with an industrial robot

Y Wang, M Zhang, X Tang, F Peng, R Yan - Journal of Intelligent …, 2022 - Springer
Industrial robots play an important role in the milling of large complex parts. However, the
robot is less rigid and prone to vibration-related problems; chatter, which affects machining …

Hybrid machine condition monitoring based on interpretable dual tree methods using Wasserstein metrics

Y Liu, T Wang, F Chu - Expert Systems with Applications, 2024 - Elsevier
For condition monitoring and predictive maintenance of high-end manufacturing equipment,
surface roughness is a critical metric to evaluate machining quality. Designing a method that …

An optimized convolutional neural network for chatter detection in the milling of thin-walled parts

W Zhu, J Zhuang, B Guo, W Teng, F Wu - The International Journal of …, 2020 - Springer
Chatter is a self-excited vibration that frequently occurs in thin-walled parts milling, which
has become a major limitation to productivity and quality. Additionally, convolutional neural …

Milling chatter detection based on VMD and difference of power spectral entropy

X Li, S Wan, XW Huang, J Hong - The International Journal of Advanced …, 2020 - Springer
Chatter is a kind of unstable vibration in high-speed milling process, leading to poor surface
quality of workpiece, significant tool wear, and severe noise. In order to avoid these negative …

A novel approach for chatter online monitoring using coefficient of variation in machining process

J Ye, P Feng, C Xu, Y Ma, S Huang - The International Journal of …, 2018 - Springer
Chatter is one form of severe self-excited vibration in machining process which leads to
many machining problems. In this paper, a new method of chatter identification is proposed …