Mechanistic artificial intelligence (mechanistic-AI) for modeling, design, and control of advanced manufacturing processes: Current state and perspectives
Today's manufacturing processes are pushed to their limits to generate products with ever-
increasing quality at low costs. A prominent hurdle on this path arises from the multiscale …
increasing quality at low costs. A prominent hurdle on this path arises from the multiscale …
[HTML][HTML] Universal scaling laws of keyhole stability and porosity in 3D printing of metals
Abstract Metal three-dimensional (3D) printing includes a vast number of operation and
material parameters with complex dependencies, which significantly complicates process …
material parameters with complex dependencies, which significantly complicates process …
[HTML][HTML] Data-driven discovery of dimensionless numbers and governing laws from scarce measurements
Dimensionless numbers and scaling laws provide elegant insights into the characteristic
properties of physical systems. Classical dimensional analysis and similitude theory fail to …
properties of physical systems. Classical dimensional analysis and similitude theory fail to …
Effect of processing parameters on the densification of an additively manufactured 2024 Al alloy
Understanding the densification behaviours and formation mechanisms of defects are
essential to fabricate high quality and high strength aluminium components using selective …
essential to fabricate high quality and high strength aluminium components using selective …
[PDF][PDF] Processparameter optimizationof metal additiveman-ufacturing: a review and outlook
The selection of appropriate process parameters is crucial in metal additive manufacturing
(AM) as it directly influences the defect formation and microstructure of the printed part. Over …
(AM) as it directly influences the defect formation and microstructure of the printed part. Over …
Linking process parameters with lack-of-fusion porosity for laser powder bed fusion metal additive manufacturing
Structural defects such as porosity have detrimental effects on additively manufactured parts
which can be reduced by choosing optimal process conditions. In this work, the relationship …
which can be reduced by choosing optimal process conditions. In this work, the relationship …
Semi-coupled resolved CFD–DEM simulation of powder-based selective laser melting for additive manufacturing
We present a semi-coupled resolved Computational Fluid Dynamics (CFD) and Discrete
Element Method (DEM) to simulate a class of granular media problems that involve thermal …
Element Method (DEM) to simulate a class of granular media problems that involve thermal …
Thermal behavior and control during multi-track laser powder bed fusion of 316 L stainless steel
D Yao, J Wang, H Luo, Y Wu, X An - Additive Manufacturing, 2023 - Elsevier
Understanding and controlling the thermal behavior during laser powder bed fusion (LPBF)
additive manufacturing (AM) is crucial to improve the quality of the printed layer and the …
additive manufacturing (AM) is crucial to improve the quality of the printed layer and the …
Physics-assisted transfer learning metamodels to predict bead geometry and carbon emission in laser butt welding
Laser butt welding (LBW) with high quality is widely sought-after, but results in non-
negligible carbon emission (CE). However, predicting bead geometry and CE of LBW is …
negligible carbon emission (CE). However, predicting bead geometry and CE of LBW is …
A dimensionless number for predicting universal processing parameter boundaries in metal powder bed additive manufacturing
One of the main challenges facing selective laser melting processes is finding suitable
process parameters to achieve maximum density (pore-free) parts. In this letter, two newly …
process parameters to achieve maximum density (pore-free) parts. In this letter, two newly …