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 …

Machine learning and IoT-based approach for tool condition monitoring: A review and future prospects

MQ Tran, HP Doan, VQ Vu, LT Vu - Measurement, 2023 - Elsevier
Abstract In the “Industry 4.0” era, autonomous and self-adaptive industrial machining attracts
significant attention in professional manufacturing. This trend originates from the rising …

[HTML][HTML] Tool condition monitoring techniques in milling process—A review

T Mohanraj, S Shankar, R Rajasekar… - Journal of Materials …, 2020 - Elsevier
The most important improvement in metal the cutting industry is the continuous utilization of
cutting tools and tool condition monitoring system. In the metal cutting process, the tool …

Tool condition monitoring for high-performance machining systems—A review

A Mohamed, M Hassan, R M'Saoubi, H Attia - Sensors, 2022 - mdpi.com
In the era of the “Industry 4.0” revolution, self-adjusting and unmanned machining systems
have gained considerable interest in high-value manufacturing industries to cope with the …

Indirect monitoring of machining characteristics via advanced sensor systems: a critical review

ME Korkmaz, MK Gupta, Z Li, GM Krolczyk… - … International Journal of …, 2022 - Springer
On-line monitoring of the machining processes provides to detect the amount and type of
tool wear which is critical for the determination of remaining useful lifetime of cutting tool …

[HTML][HTML] Tool wear monitoring with artificial intelligence methods: a review

R Munaro, A Attanasio, A Del Prete - Journal of Manufacturing and …, 2023 - mdpi.com
Tool wear is one of the main issues encountered in the manufacturing industry during
machining operations. In traditional machining for chip removal, it is necessary to know the …

Review of advances in tool condition monitoring techniques in the milling process

T Mohanraj, ES Kirubakaran… - Measurement …, 2024 - iopscience.iop.org
Milling is an extremely adaptable process that can be utilized to fabricate a wide range of
shapes and intricate 3D geometries. The versatility of the milling process renders it useful for …

Event-driven tool condition monitoring methodology considering tool life prediction based on industrial internet

Y Wang, L Zheng, Y Wang - Journal of Manufacturing Systems, 2021 - Elsevier
Tool condition monitoring (TCM) and remaining useful life (RUL) prediction is of great
practical significance for any machining process to ensure machining quality and reduce the …

[HTML][HTML] Machine-learning-and Internet-of-Things-driven techniques for monitoring tool wear in machining process: a comprehensive review

S Kasiviswanathan, S Gnanasekaran… - Journal of Sensor and …, 2024 - mdpi.com
Tool condition monitoring (TCM) systems have evolved into an essential requirement for
contemporary manufacturing sectors of Industry 4.0. These systems employ sensors and …

Comprehensive approach toward IIoT based condition monitoring of machining processes

RA Laghari, S Mekid - Measurement, 2023 - Elsevier
This comprehensive review aims to achieve and develop an automated platform to acquire
and process data for error compensation in CNC manufacturing. The Industrial Internet of …