Physics-embedded graph network for accelerating phase-field simulation of microstructure evolution in additive manufacturing

Abstract The phase-field (PF) method is a physics-based computational approach for simulating interfacial morphology. It has been used to model powder melting, rapid solidification, and grain structure evolution in metal additive manufacturing (AM). However, traditional direct numerical simulation (...

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Bibliographic Details
Main Authors: Tianju Xue, Zhengtao Gan, Shuheng Liao, Jian Cao
Format: Article
Language:English
Published: Nature Portfolio 2022-09-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-022-00890-9