Deep learning assisted insights on porosity evolution of WAAM aluminium alloys
Published online on March 04, 2026
Abstract
Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering, Ahead of Print.
This work investigates the porosity distribution of Wire Arc Directed Energy Deposition (WA-DED) Al-12Si alloys using image processing and three deep learning techniques. The UNet model outperformed the two models based on accuracy and Jaccard index score ...
This work investigates the porosity distribution of Wire Arc Directed Energy Deposition (WA-DED) Al-12Si alloys using image processing and three deep learning techniques. The UNet model outperformed the two models based on accuracy and Jaccard index score ...