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] 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 …

State-of-the-art review of applications of image processing techniques for tool condition monitoring on conventional machining processes

DY Pimenov, LRR da Silva, A Ercetin, O Der… - … International Journal of …, 2024 - Springer
In conventional machining, one of the main tasks is to ensure that the required dimensional
accuracy and the desired surface quality of a part or product meet the customer needs. The …

[HTML][HTML] Optimization of machining parameters to minimize cutting forces and surface roughness in micro-milling of Mg13Sn alloy

A Ercetin, K Aslantaş, Ö Özgün, M Perçin… - Micromachines, 2023 - mdpi.com
This comprehensive study investigates the micro-milling of a Mg13Sn alloy, a material of
considerable interest in various high-precision applications, such as biomedical implants …

[HTML][HTML] Comparative analysis of minimum chip thickness, surface quality and burr formation in micro-milling of wrought and selective laser melted Ti64

U Karakılınç, B Ergene, B Yalçın, K Aslantaş, A Erçetin - Micromachines, 2023 - mdpi.com
Selective laser melting (SLM) is a three-dimensional (3D) printing process that can
manufacture functional parts with complex geometries as an alternative to using traditional …

[HTML][HTML] Experimental investigations and prediction of WEDMed surface of Nitinol SMA using SinGAN and DenseNet deep learning model

V Vakharia, J Vora, S Khanna, R Chaudhari… - journal of materials …, 2022 - Elsevier
Shape memory alloys (SMA) hold a very promising place in the field of manufacturing,
especially in biomedical and aerospace applications. Owing to the unique and favorable …

[HTML][HTML] Machining dynamics and chatters in micro-milling: A critical review on the state-of-the-art and future perspectives

BAI Qingshun, W Peng, K Cheng, Z Liang… - Chinese Journal of …, 2024 - Elsevier
Micro-milling technology is widely applied in micro manufacturing, particularly for the
fabrication of miniature and micro components. However, the chatters and machining …

Influence of tool wear on chip-like burr formation during micro-milling, and image processing based measurement of inwardly-deflected burrs

S Saha, SI Ansary, S Deb, PP Bandyopadhyay - Wear, 2023 - Elsevier
During micro-milling, the regular top-burrs usually bend in a direction laterally opposite to
the milled feature. This top-burr morphology changes as the cutting edge condition …

Evaluation of tool wear during micro-milling of ultrasonically assisted abrasive peened Ti-6Al-4V

R Yadav, M Kumar, ND Chakladar, AM Sidpara, S Paul - Wear, 2024 - Elsevier
When a cutting tool shears through a workpiece, the interaction causes wear of the tool
which is based on relative hardness, surface characteristics of the tool and the workpiece …

Performance evaluation of DLC and NCD coatings in micro-milling of Al7075-T6 alloy

K Aslantas, A Hascelik, A Çiçek - Journal of Manufacturing Processes, 2022 - Elsevier
The main problem in machining of aluminum alloys is the adhesion of chips to the cutting
tool. In micro milling, chip adhesion causes a decrease in surface quality and contributes to …