Wavelet analysis of sensor signals for tool condition monitoring: A review and some new results

K Zhu, Y San Wong, GS Hong - International Journal of Machine Tools and …, 2009 - Elsevier
This paper reviews the state-of-the-art of wavelet analysis for tool condition monitoring
(TCM). Wavelet analysis has been the most important non-stationary signal processing tool …

A systematic literature review of cutting tool wear monitoring in turning by using artificial intelligence techniques

L Colantonio, L Equeter, P Dehombreux, F Ducobu - Machines, 2021 - mdpi.com
In turning operations, the wear of cutting tools is inevitable. As workpieces produced with
worn tools may fail to meet specifications, the machining industries focus on replacement …

A hybrid information model based on long short-term memory network for tool condition monitoring

W Cai, W Zhang, X Hu, Y Liu - Journal of Intelligent Manufacturing, 2020 - Springer
Excessive tool wear leads to the damage and eventual breakage of the tool, workpiece, and
machining center. Therefore, it is crucial to monitor the condition of tools during processing …

Advanced monitoring of machining operations

R Teti, K Jemielniak, G O'Donnell, D Dornfeld - CIRP annals, 2010 - Elsevier
CIRP has had a long history of research and publication on the development and
implementation of sensor monitoring of machining operations including tool condition …

Tool condition monitoring and remaining useful life prognostic based on a wireless sensor in dry milling operations

C Zhang, X Yao, J Zhang, H Jin - Sensors, 2016 - mdpi.com
Tool breakage causes losses of surface polishing and dimensional accuracy for machined
part, or possible damage to a workpiece or machine. Tool Condition Monitoring (TCM) is …

Estimation of tool wear and optimization of cutting parameters based on novel ANFIS-PSO method toward intelligent machining

L Xu, C Huang, C Li, J Wang, H Liu, X Wang - Journal of Intelligent …, 2021 - Springer
Compacted graphite iron (CGI) plays an important role in contemporary manufacturing of
automobile engine, and coated tool is the best choice for milling of CGI. But studies about …

Multi-category micro-milling tool wear monitoring with continuous hidden Markov models

K Zhu, Y San Wong, GS Hong - Mechanical Systems and Signal …, 2009 - Elsevier
In-process monitoring of tool conditions is important in micro-machining due to the high
precision requirement and high tool wear rate. Tool condition monitoring in micro-machining …

Review on fast tool servo machining of optical freeform surfaces

L Zhu, Z Li, F Fang, S Huang, X Zhang - The International Journal of …, 2018 - Springer
Fast tool servo (FTS) in ultra-precision machining (UPM) is an enabling and efficient
technology for fabricating optical freeform surfaces or microstructures with submicrometric …

Tool wear monitoring using acoustic emissions by dominant-feature identification

JH Zhou, CK Pang, ZW Zhong… - IEEE Transactions on …, 2010 - ieeexplore.ieee.org
Identification and online prediction of lifetime of cutting tools using cheap sensors is crucial
to reduce production costs and downtime in industrial machines. In this paper, we use the …

Cutting tool wear state recognition based on a channel-space attention mechanism

R Li, P Wei, X Liu, C Li, J Ni, W Zhao, L Zhao… - Journal of Manufacturing …, 2023 - Elsevier
The identification of the cutting tool wear state is important to the cutting process. If the
cutting tool is not replaced in time, it may have a negative impact on the processing quality of …