2 papers
cond-mat.mtrl-sci2026
Physics-informed operator learning for transferable energy-dissipative microstructure dynamics
Jie Xiong, Yue Wu, Xuewei Zhou +2
Phase-field simulations provide mechanistic descriptions of microstructure evolution, but repeated high-fidelity integration over long horizons and broad parameter spaces remains c…
cond-mat.mtrl-sci2025
KAN-Enhanced Contrastive Learning Accelerating Crystal Structure Identification from XRD Patterns
Chenlei Xu, Tianhao Su, Jie Xiong +6
Accurate determination of crystal structures is central to materials science, underpinning the understanding of composition-structure-property relationships and the discovery of ne…