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