A review on deep learning in machining and tool monitoring: Methods, opportunities, and challenges
V Nasir, F Sassani - The International Journal of Advanced Manufacturing …, 2021 - Springer
Data-driven methods provided smart manufacturing with unprecedented opportunities to
facilitate the transition toward Industry 4.0–based production. Machine learning and deep …
facilitate the transition toward Industry 4.0–based production. Machine learning and deep …
Chatter detection methods in the machining processes: A review
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 …
onset of chatter will result in the worse machined surface and the redistribution of frequency …
Towards high milling accuracy of turbine blades: A review
B Yan, Y Hao, L Zhu, C Liu - Mechanical Systems and Signal Processing, 2022 - Elsevier
Turbine blades are widely used in aviation industries for its aero-dynamic performance.
However, as a kind of thin-walled parts with complex surfaces, to machine blades with high …
However, as a kind of thin-walled parts with complex surfaces, to machine blades with high …
An unsupervised chatter detection method based on AE and merging GMM and K-means
B Liu, C Liu, Y Zhou, D Wang, Y Dun - Mechanical Systems and Signal …, 2023 - Elsevier
During metal cutting, chatter is prone to the effects of poor surface quality and tool wear.
Therefore, chatter detection is becoming more and more important. The current hot methods …
Therefore, chatter detection is becoming more and more important. The current hot methods …
On-line chatter detection in milling using fast kurtogram and frequency band power
C Liu, X Gao, D Chi, Y He, M Liang, H Wang - European Journal of …, 2021 - Elsevier
The spectral kurtosis (SK) is a useful tool for locating the non-stationary component in the
single source signal. It has been verified by the mechanical fault diagnosis. The fast …
single source signal. It has been verified by the mechanical fault diagnosis. The fast …
[HTML][HTML] Infrastructure monitoring and quality diagnosis in CNC machining: A review
Infrastructure monitoring and rapid quality diagnosis comprise the key solutions to achieve
zero-defect smart manufacturing. The most fundamental systems in manufacturing industries …
zero-defect smart manufacturing. The most fundamental systems in manufacturing industries …
Chatter detection in milling processes—a review on signal processing and condition classification
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 …
effect on surface quality and tool life, and it is a major limitation factor in achieving higher …
A novel unsupervised directed hierarchical graph network with clustering representation for intelligent fault diagnosis of machines
Intelligent fault diagnosis technology, as a promising approach, is gradually playing an
irreplaceable role in ensuring the safety, reliability, and efficiency of mechanical equipment …
irreplaceable role in ensuring the safety, reliability, and efficiency of mechanical equipment …
A tool wear condition monitoring method for non-specific sensing signals
Real-time and accurate monitoring of tool wear conditions is crucial to achieving double
optimization of production cost and product quality. However, the differences in the …
optimization of production cost and product quality. However, the differences in the …
Online chatter detection considering beat effect based on Inception and LSTM neural networks
Chatter is an unstable and self-excited vibration that adversely affects part quality and tool
life in various machining processes. To achieve high-performance machining, chatter …
life in various machining processes. To achieve high-performance machining, chatter …