Extension of the TraPPE Force Field for Battery Electrolyte Solvents

碳酸二甲酯 碳酸丙烯酯 碳酸乙烯酯 电解质 碳酸二乙酯 溶剂化 二甲氧基乙烷 化学 溶剂 表面张力 分子动力学 力场(虚构) 热力学 物理化学 计算化学 有机化学 甲醇 人工智能 物理 计算机科学 电极
作者
Zhifen Luo,Stephen A Burrows,Stoyan K. Smoukov,Xiaoli Fan,Edo S. Boek
出处
期刊:Journal of Physical Chemistry B [American Chemical Society]
卷期号:127 (10): 2224-2236
标识
DOI:10.1021/acs.jpcb.2c06993
摘要

Optimizing electrolyte formulations is key to improving performance of Li-/Na-ion batteries, where transport properties (diffusion coefficient, viscosity) and permittivity need to be predicted as functions of temperature, salt concentration and solvent composition. More efficient and reliable simulation models are urgently needed, owing to the high cost of experimental methods and the lack of united-atom molecular dynamics force fields validated for electrolyte solvents. Here the computationally efficient TraPPE united-atom force field is extended to be compatible with carbonate solvents, optimizing the charges and dihedral potential. Computing the properties of electrolyte solvents, ethylene carbonate (EC), propylene carbonate (PC), dimethyl carbonate (DMC), diethyl carbonate (DEC), and dimethoxyethane (DME), we observe that the average absolute errors in the density, self-diffusion coefficient, permittivity, viscosity, and surface tension are approximately 15% of the corresponding experimental values. Results compare favorably to all-atom CHARMM and OPLS-AA force fields, offering computational performance improvement of at least 80%. We further use TraPPE to predict the structure and properties of LiPF6 salt in these solvents and their mixtures. EC and PC form complete solvation shells around Li+ ions, while the salt in DMC forms chain-like structures. In the poorest solvent, DME, LiPF6 forms globular clusters despite DME's higher permittivity than DMC.
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