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 …

[HTML][HTML] Machine learning and artificial intelligence in CNC machine tools, a review

M Soori, B Arezoo, R Dastres - Sustainable Manufacturing and Service …, 2023 - Elsevier
Abstract Artificial Intelligence (AI) and Machine learning (ML) represents an important
evolution in computer science and data processing systems which can be used in order to …

Artificial intelligence in advanced manufacturing: Current status and future outlook

JF Arinez, Q Chang, RX Gao… - Journal of …, 2020 - asmedigitalcollection.asme.org
Today's manufacturing systems are becoming increasingly complex, dynamic, and
connected. The factory operations face challenges of highly nonlinear and stochastic activity …

A state-of-the-art review on tool wear and surface integrity characteristics in machining of superalloys

M Sarıkaya, MK Gupta, I Tomaz, DY Pimenov… - CIRP Journal of …, 2021 - Elsevier
Today, superalloys (also known as hard-to-cut materials) such as nickel, titanium and cobalt
based cover a wide range of areas in engineering applications. At the same time …

Literature review of Industry 4.0 and related technologies

E Oztemel, S Gursev - Journal of intelligent manufacturing, 2020 - Springer
Manufacturing industry profoundly impact economic and societal progress. As being a
commonly accepted term for research centers and universities, the Industry 4.0 initiative has …

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 …

[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
Milling is a high-performance method that allows an efficient machining of both flat and
complexly shaped surfaces. During the milling process, the cutting tool (cutters), its cutting …

Machine vision based condition monitoring and fault diagnosis of machine tools using information from machined surface texture: A review

Y Liu, L Guo, H Gao, Z You, Y Ye, B Zhang - Mechanical Systems and …, 2022 - Elsevier
Abstract Machine vision based condition monitoring and fault diagnosis of machine tools
(MVCMFD-MTs) is a vital technique of condition-based maintenance (CBM) in both metal …

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

M Kuntoğlu, H Sağlam - Measurement, 2021 - Elsevier
Monitoring of the cutting area with different type of sensors requires confirmation for
composing sensor fusion to obtain longer tool life and high-quality product. The complex …

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 …