[HTML][HTML] Infrastructure monitoring and quality diagnosis in CNC machining: A review

M Ntemi, S Paraschos, A Karakostas… - CIRP Journal of …, 2022 - Elsevier
Infrastructure monitoring and rapid quality diagnosis comprise the key solutions to achieve
zero-defect smart manufacturing. The most fundamental systems in manufacturing industries …

Artificial intelligence based tool condition monitoring for digital twins and industry 4.0 applications

P Muthuswamy, SK - International Journal on Interactive Design and …, 2023 - Springer
The high demand for machining process automation has placed real-time tool condition
monitoring as one of the top priorities of academic and industrial scholars in the past …

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 …

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 …

Physics-based modeling and information-theoretic sensor and settings selection for tool wear detection in precision machining

U Awasthi, Z Wang, N Mannan, KR Pattipati… - Journal of Manufacturing …, 2022 - Elsevier
Precision machining of metals is an energy intensive process with applications and impacts
across the manufacturing industry. The energy efficiency, product yield, and maintenance of …

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 …

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 …

Development of a cyber physical production system framework for smart tool health management

R Kumar, KS Sangwan, C Herrmann… - Journal of Intelligent …, 2023 - Springer
More and more organisations are trying to install tool health analytics dashboards for CNC
machines to avoid unexpected failures, maintain machining accuracy, and optimise tool …

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 …

Application of machine vision for tool condition monitoring and tool performance optimization–a review

T Banda, AA Farid, C Li, VL Jauw, CS Lim - The International Journal of …, 2022 - Springer
Rapid tool wear is a major concern of the machining operation, affecting the tooling cost and
dimensional tolerance of the components. In line with Industry 4.0, rapid tool failure can be …