Deep learning-driven data curation and model interpretation for smart manufacturing
Characterized by self-monitoring and agile adaptation to fast changing dynamics in complex
production environments, smart manufacturing as envisioned under Industry 4.0 aims to …
production environments, smart manufacturing as envisioned under Industry 4.0 aims to …
Research progress on intelligent monitoring of tool condition based on deep learning
D Cao, W Liu, J Ge, S Du, W Liu, Z Deng… - The International Journal …, 2024 - Springer
Intelligent monitoring of tool condition is the key to ensuring workshop manufacturing
efficiency, product machining quality, and accuracy, and is also an indispensable part of …
efficiency, product machining quality, and accuracy, and is also an indispensable part of …
Comparing the performance of neural networks developed by using Levenberg–Marquardt and Quasi-Newton with the gradient descent algorithm for modelling a …
I Mukherjee, S Routroy - Expert Systems with Applications, 2012 - Elsevier
Monitoring and control of multiple process quality characteristics (responses) in grinding
plays a critical role in precision parts manufacturing industries. Precise and accurate …
plays a critical role in precision parts manufacturing industries. Precise and accurate …
[HTML][HTML] Improving minimum quantity lubrication in CBN grinding using compressed air wheel cleaning
D de Jesus Oliveira, LG Guermandi, EC Bianchi… - Journal of Materials …, 2012 - Elsevier
The application of minimum quantity lubrication (MQL) in grinding has emerged as an
alternative for reducing the abundant flow of cutting fluids, thus achieving cleaner …
alternative for reducing the abundant flow of cutting fluids, thus achieving cleaner …
Grinding performance using variants of the MQL technique: MQL with cooled air and MQL simultaneous to the wheel cleaning jet
The hardening of legislation in favor of socio-environmental preservation and the
sustainable focus of industry are changing the current manufacturing methods, among which …
sustainable focus of industry are changing the current manufacturing methods, among which …
Grinding process applied to workpieces with different geometries interrupted using CBN wheel
Although the fact that the interrupted cutting process is widely employed in traditional
machining operations such as turning of crankshafts, engine piston ring, and helical tool …
machining operations such as turning of crankshafts, engine piston ring, and helical tool …
Modeling of the material removal rate in internal cylindrical plunge electrochemical grinding
X Ma, F Jiao, Y Niu, X Wang, Z Hu, W Bie… - Journal of Manufacturing …, 2023 - Elsevier
The material removal rate (MRR) in the internal cylindrical plunge electrochemical grinding
(ICPECG) is hard to assess because it involves two feed motions: workpiece circumferential …
(ICPECG) is hard to assess because it involves two feed motions: workpiece circumferential …
Effects of abrasive type cooling mode and peripheral grinding wheel speed on the AISI D2 steel ground surface integrity
In this work the AISI D2 steel ground surface integrity was evaluated at different grinding
conditions. Two sets of experiments were conducted. The first and the second sets are …
conditions. Two sets of experiments were conducted. The first and the second sets are …
[HTML][HTML] Surface conditioning in cutting and abrasive processes
Cutting and abrasive processes affect the surface layer state of the components treated. This
determines their performance in service. An adjustment of the surface layer properties would …
determines their performance in service. An adjustment of the surface layer properties would …
An intelligent grinding burn detection system based on two-stage feature selection and stacked sparse autoencoder
W Guo, B Li, S Shen, Q Zhou - The International Journal of Advanced …, 2019 - Springer
Grinding burn is a typical quality defect that negatively affects microstructures and
mechanical properties of parts. In this article, an intelligent grinding burn detection system …
mechanical properties of parts. In this article, an intelligent grinding burn detection system …