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 cutting area to state the wear condition of the cutting tool … industry and the future
and development of Industry 4.0. … operation with high performance for optimum tool life [131]. …

Investigation of signal behaviors for sensor fusion with tool condition monitoring system in turning

M Kuntoğlu, H Sağlam - Measurement, 2021 - Elsevier
… becomes from to prevent excessive developments for tool wear or surface roughness (SR) …
TM-500) when the turning operation was stopped. Cutting tool tips were utilized for 6 times for …

Prediction models for on-line cutting tool and machined surface condition monitoring during hard turning considering vibration signal

A Panda, AK Sahoo, I Panigrahi… - Mechanics & …, 2020 - mechanics-industry.org
cutting tool wear during turning process which includes the AE develop in metal cutting
practices along with tool … [28] studied the prediction of tool wear during high speed machining of …

Optimization and analysis of surface roughness, flank wear and 5 different sensorial data via tool condition monitoring system in turning of AISI 5140

M Kuntoğlu, A Aslan, H Sağlam, DY Pimenov, K Giasin… - Sensors, 2020 - mdpi.com
development by reducing the cost and time of the turning … The high speed applied to the
cutting tool or workpiece during … the cutting tool, creates a high temperature and pressure in the …

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

A Mohamed, M Hassan, R M'Saoubi, H Attia - Sensors, 2022 - mdpi.com
… machining through monitoring the state of the cutting tool, … of the development of wireless
tool-embedded TCM systems has … into a cutter in turning operations to monitor the tool wear. …

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 … the main types of processes:
turning, milling, drilling, grinding. "… outstanding performance in determining the developing tool

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
conditions for cutting tools and machinery. Undesirable … In summary, to develop a CNN-based
prediction model, … method is of the essence for a high performance system [3], warranting …

[HTML][HTML] Application of measurement systems in tool condition monitoring of Milling: A review of measurement science approach

DY Pimenov, MK Gupta, LRR da Silva, M Kiran… - Measurement, 2022 - Elsevier
… During the milling process, the cutting tool (cutters), its cutting … and trends in the development
of sensor systems during milling, and … High speed milling 2018 Tool condition classification …

Development of tool condition monitoring system in end milling process using wavelet features and Hoelder's exponent with machine learning algorithms

T Mohanraj, J Yerchuru, H Krishnan, RSN Aravind… - Measurement, 2021 - Elsevier
… A positive turning insert is used because of the low cutting force caused by it which in turn
… also increased owing to the rise of the contact area between the cutting tool and workpiece. …

[PDF][PDF] Application of machine learning for tool condition monitoring in turning

AD Patange, R Jegadeeshwaran, NS Bajaj… - Sound Vib, 2022 - researchgate.net
… the single point cutting tool is carried out while turning a stainless steel … in metal cutting: A
review and implications for high speedDevelopment of tool condition monitoring system in end …