Artificial intelligence systems for tool condition monitoring in machining: Analysis and critical review

DY Pimenov, A Bustillo, S Wojciechowski… - Journal of Intelligent …, 2023 - Springer
The wear of cutting tools, cutting force determination, surface roughness variations and other
machining responses are of keen interest to latest researchers. The variations of these …

Systematic review on tool breakage monitoring techniques in machining operations

X Li, X Liu, C Yue, SY Liang, L Wang - International Journal of Machine …, 2022 - Elsevier
Tool condition monitoring (TCM) in machining operations is crucial to maximise the useful
tool life while reducing the risks associated with tool breakage. Unlike progressive tool wear …

A review of indirect tool condition monitoring systems and decision-making methods in turning: Critical analysis and trends

M Kuntoğlu, A Aslan, DY Pimenov, ÜA Usca, E Salur… - Sensors, 2020 - mdpi.com
The complex structure of turning aggravates obtaining the desired results in terms of tool
wear and surface roughness. The existence of high temperature and pressure make difficult …

Review of tool condition monitoring in machining and opportunities for deep learning

G Serin, B Sener, AM Ozbayoglu, HO Unver - The International Journal of …, 2020 - Springer
Tool condition monitoring and machine tool diagnostics are performed using advanced
sensors and computational intelligence to predict and avoid adverse conditions for cutting …

Influence of duplex jets MQL and nano-MQL cooling system on machining performance of Nimonic 80A

ME Korkmaz, MK Gupta, M Boy, N Yaşar… - Journal of Manufacturing …, 2021 - Elsevier
Nickel based super alloys are considered as difficult to machine materials. These days, the
sustainable cooling system are applied at the cutting zone for enhancing the machining …

Review of tool condition monitoring methods in milling processes

Y Zhou, W Xue - The International Journal of Advanced Manufacturing …, 2018 - Springer
Accurate tool condition monitoring (TCM) is essential for the development of fully automated
milling processes. However, while considerable research has been conducted in industrial …

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 …

Application of sophisticated sensors to advance the monitoring of machining processes: analysis and holistic review

SR Kandavalli, AM Khan, A Iqbal, M Jamil… - … International Journal of …, 2023 - Springer
Response measurement of various functionality states of machines is an inevitable part of
smooth production. An effectively efficient measurement and control system of the machinery …

A review of surface roughness generation in ultra-precision machining

SJ Zhang, S To, SJ Wang, ZW Zhu - International Journal of Machine Tools …, 2015 - Elsevier
Ultra-precision machining (UPM) is capable of manufacturing a high quality surface at a
nanometric surface roughness. For such high quality surface in a UPM process, due to the …

A review of chatter vibration research in turning

M Siddhpura, R Paurobally - International Journal of Machine tools and …, 2012 - Elsevier
Chatter vibrations are present in almost all cutting operations and they are major obstacles
in achieving desired productivity. Regenerative chatter is the most detrimental to any …