Process monitoring of machining

R Teti, D Mourtzis, DM D'Addona, A Caggiano - CIRP Annals, 2022 - Elsevier
This keynote paper mainly focuses on advancements of machining technology and systems
for enhanced performance, increased system integration and augmented machine …

[HTML][HTML] Physics based models for characterization of machining performance–A critical review

H Attia, A Sadek, Y Altintas, A Matsubara… - CIRP Journal of …, 2024 - Elsevier
This paper presents a comprehensive review of the concept of machinability by considering
the dynamic, tribological, and thermo-mechanical interactions encountered at the tool-chip …

Tool wear prediction in milling CFRP with different fiber orientations based on multi-channel 1DCNN-LSTM

B Li, Z Lu, X Jin, L Zhao - Journal of Intelligent Manufacturing, 2024 - Springer
In the machining of carbon fiber reinforced polymer (CFRP) components, tool wear grows
rapidly due to the highly abrasive property of carbon fibers, resulting in unfavorable part …

Cyber–physical systems for high-performance machining of difficult to cut materials in I5. 0 era—A review

H Gohari, M Hassan, B Shi, A Sadek, H Attia… - Sensors, 2024 - search.proquest.com
The fifth Industrial revolution (I5. 0) prioritizes resilience and sustainability, integrating
cognitive cyber-physical systems and advanced technologies to enhance machining …

An adaptive modelling approach using a novel modified AOA/SVR for prediction of drilling-induced delamination in CFRP/Ti stacks

H Yao, K Zhang, H Cheng, CAO Sipeng… - Journal of Manufacturing …, 2023 - Elsevier
Delamination is the most critical damage in drilling the CFRP/Ti stacks under the impact of
drilling parameters and tool structure, which makes the traditional theoretical or empirical …

Autonomous self-healing mechanism for a CNC milling machine based on pattern recognition

HA Taha, S Yacout, Y Shaban - Journal of Intelligent Manufacturing, 2023 - Springer
A sustainable and reliable machining process is the main goal of seeking machine
digitization. Artificial Intelligence (AI), and Cyber-Physical System (CPS) combined with …

Method for edge chipping monitoring based on vibration polar coordinate image feature analysis

Z Jiang, F Wang, W Mou, S Zhu, R Fu, Z Yu - The International Journal of …, 2024 - Springer
Cutting-edge chipping is a randomly happened but critical tool failure, which could seriously
affect machining quality without effective and timely treatment especially in the automated …

Deep Reinforcement Learning for autonomous pre-failure tool life improvement

HA Taha, S Yacout, Y Shaban - The International Journal of Advanced …, 2022 - Springer
This paper develops an approach to improve a CNC machine's tool performance and slow
down its degradation rate automatically in the Pre-Failure stage. A Deep Reinforcement …

Intelligent cyber-physical monitoring and control of I4. 0 machining systems-an overview and future perspectives

M Hassan, A Sadek, MH Attia - Journal of Machine Engineering, 2022 - jmacheng.not.pl
Rapid evolution in sensing, data analysis, and industrial internet of things technologies had
enabled the manufacturing of advanced smart tooling. This has been fused with effective …

High-Performance Machining System: Process Optimization for a Cyber-Physical System–a Review

H Gohari, M Hassan, B Shi, A Sadek, H Attia… - 2024 - preprints.org
The fifth Industrial revolution (I5. 0) prioritizes resilience and sustainability, integrating
cognitive cyber-physical systems and advanced technologies to enhance machining …