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用于量化离子交换聚合物结构和传输性质的超快分子动力学方法:以全氟磺酸聚合物为例

Ultrafast molecular dynamics approach to quantify structural and transport properties of ion exchange polymer: a case study on perfluorinated sulfonic acid polymer.

作者信息

Varshney Sachin Kumar, Koorata Poornesh Kumar

机构信息

Electrochemical Energy System Design Lab, Department of Mechanical Engineering, National Institute of Technology Karnataka, Surathkal Mangalore-575 025 India

出版信息

RSC Adv. 2025 Aug 26;15(37):30290-30301. doi: 10.1039/d5ra05434f. eCollection 2025 Aug 22.

Abstract

A computationally efficient molecular dynamics (MD) simulation approach for evaluating the transport and structural properties of ion exchange polymers (IEPs) is proposed. Prediction of transport and structural properties of IEPs using MD simulation is beneficial in understanding structure-property relations and to design advanced tailor-made variants of such polymers. The IEP is a complex network of polymer chains with ionic end groups. Hence, computational robustness plays a key role, especially in large simulation cells, in avoiding iterative and often time-consuming process to arrive at definitive solutions in terms of physical properties. A novel and robust approach is presented in general and evaluated for perfluorosulfonic acid (PFSA) polymer structure as a case study. While prior researches have analysed transport and structural properties of such polymers using MD simulation in detail, there is a lack of information on the model standard and equilibration protocol. To this end, the present article compares the proposed algorithm to conventional approaches for structure equilibration and demonstrate that the variation in diffusion coefficients (water and hydronium ions) reduces as the number of chains increases, with significantly reduced errors observed in 14 and 16 chains models, even at elevated hydration. The proposed method to achieve equilibration is ∼200% more efficient than conventional annealing and ∼600% more efficient than the lean method.

摘要

提出了一种计算效率高的分子动力学(MD)模拟方法,用于评估离子交换聚合物(IEP)的传输和结构性质。使用MD模拟预测IEP的传输和结构性质,有助于理解结构-性能关系,并设计此类聚合物的先进定制变体。IEP是一个具有离子端基的聚合物链复杂网络。因此,计算稳健性起着关键作用,尤其是在大型模拟单元中,可避免迭代且通常耗时的过程,以获得关于物理性质的确切解决方案。本文总体上提出了一种新颖且稳健的方法,并以全氟磺酸(PFSA)聚合物结构为例进行了评估。虽然先前的研究已经详细分析了此类聚合物使用MD模拟的传输和结构性质,但缺乏关于模型标准和平衡协议的信息。为此,本文将所提出的算法与传统的结构平衡方法进行了比较,结果表明,随着链数的增加,扩散系数(水和水合氢离子)的变化减小,在14链和16链模型中观察到的误差显著降低,即使在高水合状态下也是如此。所提出的实现平衡的方法比传统退火方法效率高约200%,比精简方法效率高约600%。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/760c/12378749/8105f2a83eba/d5ra05434f-f1.jpg

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