Probabilistic physics-guided transfer learning for material property prediction in extrusion deposition additive manufacturing

AJ Thomas, M Jaszczuk, E Barocio, G Ghosh… - Computer Methods in …, 2024 - Elsevier
We introduce the concept of physics-guided transfer learning to predict the thermal
conductivity of an additively manufactured short-fiber reinforced polymer (SFRP) using micro …

Transferring melt pool knowledge between multiple materials in laser-directed energy deposition via Gaussian process regression

KH Huang, N Menon, A Basak - Engineering with Computers, 2024 - Springer
Laser-directed energy deposition (L-DED) enables the creation of near-net-shape parts with
location-specific materials, repair of machine components, and addition of features to …