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 …

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 …

Application of digital image processing in tool condition monitoring: A review

S Dutta, SK Pal, S Mukhopadhyay, R Sen - CIRP Journal of Manufacturing …, 2013 - Elsevier
Tool condition monitoring is gaining a parallel development with the advancement of
automatic manufacturing processes in the last thirty years due to the increasing need for …

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 …

Detection of tool condition from the turned surface images using an accurate grey level co-occurrence technique

S Dutta, A Datta, ND Chakladar, SK Pal… - Precision …, 2012 - Elsevier
With the advancement of digital image processing, tool condition monitoring using machine
vision is gaining importance day by day. In this work, online acquisition of machined surface …

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 …

[HTML][HTML] Optimization of wire-EDM process parameters for Ni–Ti-Hf shape memory alloy through particle swarm optimization and CNN-based SEM-image classification

V Balaji, S Narendranath - Results in Engineering, 2023 - Elsevier
Shape memory alloys (SMAs) have the unique ability to regain their shape under specified
conditions, making them extremely useful for a wide range of applications. However, non …

Intelligent chatter detection using image features and support vector machine

Y Chen, H Li, X Jing, L Hou, X Bu - The International Journal of Advanced …, 2019 - Springer
Chatter is a self-excited vibration that affects the part quality and tool life in the machining
process. This paper introduces an intelligent chatter detection method based on image …

Operational stability prediction in milling based on impact tests

AK Kiss, D Hajdu, D Bachrathy, G Stepan - Mechanical Systems and Signal …, 2018 - Elsevier
Chatter detection is usually based on the analysis of measured signals captured during
cutting processes. These techniques, however, often give ambiguous results close to the …