Qin-Shen Su

Reconstruction of Molten Pool Flow Fields from High-Speed Video Using Physics-Informed Neural Networks

Molten pool flow significantly influences bead geometry, defect formation, and solidification microstructure in wire-arc directed energy deposition (DED). However, direct flow sensing remains an open challenge due to extreme temperatures, intense arc illumination, and complex flow patterns. Traditional research has rel...