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使用深度势能分子动力学模拟氢氧化锂分解

Simulation of lithium hydroxide decomposition using deep potential molecular dynamics.

作者信息

Kussainova Dina, Panagiotopoulos Athanassios Z

机构信息

Department of Chemical and Biological Engineering, Princeton University, Princeton, New Jersey 08544, USA.

出版信息

J Chem Phys. 2024 Oct 7;161(13). doi: 10.1063/5.0230440.

Abstract

Chemical reactions and vapor-liquid equilibria for molten lithium hydroxide (LiOH) were studied using molecular dynamics simulations and a deep potential (DP) model. The neural network for the model was trained on quantum density functional theory data for a range of conditions. The DP model allows simulations over timescales of hundreds of ns, which provide equilibrium compositions for the systems of interest. Single-phase NPT simulations of the liquid show the decomposition of LiOH into lithium oxide (Li2O) and dissolved water (H2O). These DP results were validated by direct ab initio molecular dynamics simulations that confirmed the accuracy of the model with respect to reaction kinetics and equilibrium properties of the melt. The reactive vapor-liquid behavior of this system was subsequently studied using direct coexistence interfacial DP simulations. Partial pressures of H2O in the vapor are found to be in close agreement with available experimental measurements. By fitting temperature-dependent expressions for the reaction equilibrium and Henry's law constants, the equilibrium composition for any given initial composition and temperature can be quantitatively modeled. For high initial concentrations of Li2O or H2O, mixtures of LiOH + Li2O/H2O are found to undergo phase separation. The present study illustrates how DP-based molecular dynamics simulations can be used for quantitative modeling of multiphase reactive behavior with the accuracy of the underlying ab initio quantum chemical methods.

摘要

利用分子动力学模拟和深度势(DP)模型研究了熔融氢氧化锂(LiOH)的化学反应和气液平衡。该模型的神经网络是根据一系列条件下的量子密度泛函理论数据进行训练的。DP模型允许在数百纳秒的时间尺度上进行模拟,从而为感兴趣的系统提供平衡组成。对液体进行的单相NPT模拟表明,LiOH分解为氧化锂(Li2O)和溶解水(H2O)。这些DP结果通过直接从头算分子动力学模拟得到验证,该模拟证实了模型在熔体反应动力学和平衡性质方面的准确性。随后,使用直接共存界面DP模拟研究了该系统的反应性气液行为。发现气相中H2O的分压与现有的实验测量结果非常吻合。通过拟合反应平衡和亨利定律常数的温度相关表达式,可以对任何给定初始组成和温度下的平衡组成进行定量建模。对于高初始浓度的Li2O或H2O,发现LiOH + Li2O/H2O混合物会发生相分离。本研究说明了基于DP的分子动力学模拟如何能够以基础的从头算量子化学方法的精度用于多相反应行为的定量建模。

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