用混合多态迭代玻尔兹曼反演法推导半晶聚合物的粗粒势垒

IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL
Omid Eghlidos,  and , Jay Oswald*, 
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引用次数: 0

摘要

在本文中,我们采用多态迭代玻尔兹曼反演法(MS-IBI)来开发粗粒度电位,这种电位能够代表半结晶聚合物无定形相和晶相中的分子结构,提高了精确度,同时允许对支配α-松弛过程的动力学进行可调控制。这种方法的独特之处在于,使用目标结构分布(例如每相的径向密度函数)与加权因子的乘积来混合电势。为了演示这种方法,我们开发了一个聚乙烯势能系列,其中结晶相的加权系数范围从零(只包含无定形相的信息)到统一(模型只根据结晶相进行训练)不等。当晶体相的权重为 50%时,结构分布的表示最为准确。不过,我们的研究表明,当结晶相的权重达到 90% 时,模型能更准确地表示 α 松弛过程的动态,活化能和扩散率的预测值符合实际情况,而对结构的准确性影响相对较小。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Derived Coarse-Grained Potentials for Semicrystalline Polymers with a Blended Multistate Iterative Boltzmann Inversion Method

Derived Coarse-Grained Potentials for Semicrystalline Polymers with a Blended Multistate Iterative Boltzmann Inversion Method

Derived Coarse-Grained Potentials for Semicrystalline Polymers with a Blended Multistate Iterative Boltzmann Inversion Method

In this article, we employ the multistate iterative Boltzmann inversion (MS-IBI) method to develop coarse-grained potentials capable of representing molecular structure in both the amorphous and crystalline phases of semicrystalline polymers with improved accuracy while allowing for tunable control over the dynamics governing the α-relaxation process. A unique feature of this method is that the potentials are blended using the product of the target structural distributions, for example, the radial density function, for each phase and a weighting factor. To demonstrate this approach, a family of potentials for polyethylene is developed where the weighting factor of the crystalline phase ranges is varied from zero, incorporating information only from the amorphous phase, to unity, where the model is trained from only the crystalline phase. The most accurate representation of structural distributions was obtained when the crystalline phases is weighted at 50%. However, we show that when the crystalline phase is weighted at 90%, the model more accurately represents dynamics of the α-relaxation process, with realistic predicted values of activation energy and diffusion rates, with relatively minor impact on accuracy in structure.

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来源期刊
Journal of Chemical Theory and Computation
Journal of Chemical Theory and Computation 化学-物理:原子、分子和化学物理
CiteScore
9.90
自引率
16.40%
发文量
568
审稿时长
1 months
期刊介绍: The Journal of Chemical Theory and Computation invites new and original contributions with the understanding that, if accepted, they will not be published elsewhere. Papers reporting new theories, methodology, and/or important applications in quantum electronic structure, molecular dynamics, and statistical mechanics are appropriate for submission to this Journal. Specific topics include advances in or applications of ab initio quantum mechanics, density functional theory, design and properties of new materials, surface science, Monte Carlo simulations, solvation models, QM/MM calculations, biomolecular structure prediction, and molecular dynamics in the broadest sense including gas-phase dynamics, ab initio dynamics, biomolecular dynamics, and protein folding. The Journal does not consider papers that are straightforward applications of known methods including DFT and molecular dynamics. The Journal favors submissions that include advances in theory or methodology with applications to compelling problems.
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