A Physics-Regulated Neural Framework for Learning 3D Grain Growth Dynamics

Zhihui Tian, Kang Yang, Michael Tonks +2

Grain growth is governed by the reduction in grain boundary energy and exhibits well-established statistical scaling laws. Developing data-driven surrogates that preserve these phy…