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通过机器学习势研究LiPSCl中与无序相关的锂扩散

Disorder-Dependent Li Diffusion in LiPSCl Investigated by Machine-Learning Potential.

作者信息

Lee Jiho, Ju Suyeon, Hwang Seungwoo, You Jinmu, Jung Jisu, Kang Youngho, Han Seungwu

机构信息

Department of Materials Science and Engineering, Seoul National University, Seoul 08826, Korea.

Department of Materials Science and Engineering, Incheon National University, Incheon 22012, Korea.

出版信息

ACS Appl Mater Interfaces. 2024 Sep 4;16(35):46442-46453. doi: 10.1021/acsami.4c08865. Epub 2024 Aug 26.

DOI:10.1021/acsami.4c08865
PMID:39185625
Abstract

Solid-state electrolytes with argyrodite structures, such as LiPSCl, have attracted considerable attention due to their superior safety compared to liquid electrolytes and higher ionic conductivity than other solid electrolytes. Although experimental efforts have been made to enhance conductivity by controlling the degree of disorder, the underlying diffusion mechanism is not yet fully understood. Moreover, existing theoretical analyses based on molecular dynamics (MD) simulations have limitations in addressing various types of disorder at room temperature. In this study, we directly investigate Li-ion diffusion in LiPSCl at 300 K using large-scale, long-term MD simulations empowered by machine-learning potentials (MLPs). To ensure the convergence of conductivity values within an error range of 10%, we employ a 25 ns simulation using a 5 × 5 × 5 supercell containing 6500 atoms. The computed Li-ion conductivity, activation energies, and equilibrium site occupancies align well with experimental observations. Notably, Li-ion conductivity peaks when Cl ions occupy 25% of the 4c sites rather than at 50% where the disorder is maximized. In addition, Li-ion diffusion shows non-Arrhenius behavior, leading to different activation energies at high temperatures (>400 K). These phenomena are explained by the interplay between inter- and intracage jumps. By elucidation of the key factors affecting Li-ion diffusion in LiPSCl, this work paves the way for optimizing ionic conductivity in the argyrodite family.

摘要

具有硫银锗矿结构的固态电解质,如LiPSCl,因其相较于液体电解质具有更高的安全性以及比其他固体电解质更高的离子电导率而备受关注。尽管已经通过控制无序程度来提高电导率进行了实验研究,但潜在的扩散机制尚未完全理解。此外,现有的基于分子动力学(MD)模拟的理论分析在处理室温下的各种无序类型时存在局限性。在本研究中,我们使用由机器学习势(MLP)赋能的大规模、长期MD模拟,直接研究了300 K下LiPSCl中的锂离子扩散。为确保电导率值在10%的误差范围内收敛,我们使用一个包含6500个原子的5×5×5超胞进行了25 ns的模拟。计算得到的锂离子电导率、活化能和平衡位点占有率与实验观察结果吻合良好。值得注意的是,当Cl离子占据4c位点的25%而非无序度最大的50%时,锂离子电导率达到峰值。此外,锂离子扩散表现出非阿累尼乌斯行为,导致在高温(>400 K)下具有不同的活化能。这些现象通过笼间和笼内跳跃之间的相互作用来解释。通过阐明影响LiPSCl中锂离子扩散的关键因素,这项工作为优化硫银锗矿家族中的离子电导率铺平了道路。

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