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深度学习潜力辅助预测SrCl-KCl-MgCl熔体的局部结构和热物理性质

Deep Learning Potential Assisted Prediction of Local Structure and Thermophysical Properties of the SrCl-KCl-MgCl Melt.

作者信息

Zhao Jia, Feng Taixi, Lu Guimin

机构信息

National Engineering Research Center for Integrated Utilization of Salt Lake Resource, East China University of Science and Technology, Shanghai 200237, China.

Joint International Laboratory for Potassium and Lithium Strategic Resources, East China University of Science and Technology, Shanghai 200237, China.

出版信息

J Chem Theory Comput. 2024 Sep 10;20(17):7611-7623. doi: 10.1021/acs.jctc.4c00824. Epub 2024 Aug 28.

Abstract

The local structure and thermophysical properties of SrCl-KCl-MgCl melt were revealed by deep potential molecular dynamicsdriven by machine learning to facilitate the development of molten salt electrolytic Mg-Sr alloys. The short- and intermediate-range order of the SrCl-KCl-MgCl melts was explored through radial distribution functions and structure factors, respectively, and their component and temperature dependence were discussed comprehensively. In the MgCl-rich system, the intermediate-range order is more pronounced, and its evolution with temperature exhibits a non-Debye-Waller behavior. Mg-Cl is dominated by 4,5 coordination and Sr-Cl by 6,7 coordination, and their coordination geometries exhibit distorted octahedra and distorted pentagonal bipyramids, respectively. A database of thermophysical properties of SrCl-KCl-MgCl melts, including density, self-diffusion coefficient, viscosity, and ionic conductivity, was thus developed, covering the temperature range from 873 to 1173 K.

摘要

通过机器学习驱动的深度势分子动力学揭示了SrCl-KCl-MgCl熔体的局部结构和热物理性质,以促进熔盐电解Mg-Sr合金的发展。分别通过径向分布函数和结构因子探索了SrCl-KCl-MgCl熔体的短程和中程有序,并全面讨论了它们的成分和温度依赖性。在富MgCl体系中,中程有序更为明显,其随温度的演化表现出非德拜-瓦勒行为。Mg-Cl以4、5配位为主,Sr-Cl以6、7配位为主,它们的配位几何结构分别呈现出扭曲的八面体和扭曲的五角双锥体。由此建立了SrCl-KCl-MgCl熔体热物理性质的数据库,包括密度、自扩散系数、粘度和离子电导率,涵盖了873至1173 K的温度范围。

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