Integrated tool condition monitoring systems and their applications: a comprehensive review

C Nath - Procedia Manufacturing, 2020 - Elsevier
In conventional metal cutting, different tool wear modes, and their individual deterioration
rates play vital roles in overall production performance. For a given tool (ie, geometry or …

State-of-the-art methods and results in tool condition monitoring: a review

AG Rehorn, J Jiang, PE Orban - The International Journal of Advanced …, 2005 - Springer
This paper presents a review of the state-of-the-art in sensors and signal processing
methodologies used for tool condition monitoring (TCM) systems in industrial machining …

A tool condition monitoring system based on low-cost sensors and an IoT platform for rapid deployment

JM Failing, JV Abellán-Nebot, S Benavent Nácher… - Processes, 2023 - mdpi.com
Tool condition monitoring (TCM) systems are key technologies for ensuring machining
efficiency. Despite the large number of TCM solutions, these systems have not been …

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 …

Technical data-driven tool condition monitoring challenges for CNC milling: a review

SY Wong, JH Chuah, HJ Yap - The International Journal of Advanced …, 2020 - Springer
CNC milling is a highly complex machining process highly valued in various industries,
including the automotive and aerospace industries. With the increasing competition …

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 …

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 …

Quality and inspection of machining operations: tool condition monitoring

JT Roth, D Djurdjanovic, X Yang, L Mears, T Kurfess - 2010 - asmedigitalcollection.asme.org
Tool condition monitoring (TCM) is an important aspect of condition based maintenance
(CBM) in all manufacturing processes. Recent work on TCM has generated significant …

A novel integrated tool condition monitoring system

AK Jain, BK Lad - Journal of Intelligent Manufacturing, 2019 - Springer
A tool condition monitoring (TCM) system is vital for the intelligent machining process.
However, literature has mostly ignored the interaction effect between product quality and …

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 …