Halide solid electrolytes, exemplified by Li3YCl6 (LYC), offer moderate ionic conductivity (∼1 mS/cm), high oxidative stability (>4 V), and good mechanical deformability, making them promising candidates for solid-state lithium batteries. However, the room-temperature ionic conductivity of single-crystal LYC is nearly...
Li-Xin Xiong, Bo-Yi Zhang, Wen-Wei Luo et al.· Applied Physics Letters· 0 citations
Four-dimensional scanning transmission electron microscopy (4D-STEM) records a two-dimensional diffraction pattern at each electron-probe position, yielding spatially resolved reciprocal-space information but large, heterogeneous data volumes. Here we describe 4D-ImageNet, a collection of 174,000 diffraction patterns c...
Yu-Yan Guan, Hao-Ran Zhang, Zian Mao et al.· 0 citations
The findings reveal that Sn oxidation is governed by carrier–lattice coupling through its control over the kinetic accessibility of Sn-centered hole localization, and they identify the suppression of VSn defects and the stabilization of I-rich surface terminations as key design principles for stable Sn–Pb perovskites.
Hao-Ran Lu, Kong Meng, Xu-Hui Xu et al.· Journal of the American Chem...· 0 citations
A systematic evaluation and multiscale extension of the framework proposed by Yang et al. is presented, showing how data size and composition affect robustness, and demonstrating improved cross-system transferability and multiscale performance over baselines.
Genming Lai, Juntao Zhao, Zekai Liu et al.· Nature Machine Intelligence· 0 citations
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