论文标题

如何量化和避免晶体成核计算研究中的有限尺寸效应:异质冰成核的情况

How to Quantify and Avoid Finite Size Effects in Computational Studies of Crystal Nucleation: The Case of Heterogeneous Ice Nucleation

论文作者

Hussain, Sarwar, Haji-Akbari, Amir

论文摘要

晶体成核的计算研究可能会受到有限尺寸效应的影响,这主要是由于结晶核之间的非物理相互作用及其周期性图像。但是,由于成核研究的较大计算成本,系统地研究成核动力学和机制的敏感性并不总是可行的。在这里,我们使用Jumpy Forward Flux采样来准确计算不同尺寸的无结构的无结构冰核颗粒(INP)的方形模型附近的异质冰核的速率,并确定了速率对INP尺寸的依赖性的三个不同的方案。对于小INP,由于临界核的人工跨越周期性边界,速率是$ L $的强大功能。然而,中型INP引起了非跨度'近端核的出现,这些核与它们的周期性图像足够接近,以完全构建中间液体。尽管这种接近性可以促进成核,但其效果被中介液体的较高密度所抵消,从而导致人为的成核速率总体上。在大INP上形成的临界核既不跨越也不是近端。但是,速率是$ l $的弱功能,其对数缩放以$ 1/l $线性化。从这些观察结果中提出的关键启发式是,如果临界核既不跨越也不近端,则有限尺寸效应将是最小的,并且如果中间液体的区域在相同条件下与超冷的液体在结构上无法区分。

Computational studies of crystal nucleation can be impacted by finite size effects, primarily due to unphysical interactions between crystalline nuclei and their periodic images. It is, however, not always feasible to systematically investigate the sensitivity of nucleation kinetics and mechanism to system size due to large computational costs of nucleation studies. Here, we use jumpy forward flux sampling to accurately compute the rates of heterogeneous ice nucleation in the vicinity of square-shaped model structureless ice nucleating particles (INPs) of different sizes, and identify three distinct regimes for the dependence of rate on the INP dimension, $L$. For small INPs, the rate is a strong function of $L$ due to artificial spanning of critical nuclei across the periodic boundary. Intermediate-sized INPs, however, give rise to the emergence of non-spanning 'proximal` nuclei that are close enough to their periodic images to fully structure the intermediary liquid. While such proximity can facilitate nucleation, its effect is offset by the higher density of the intermediary liquid, leading to artificially small nucleation rates overall. The critical nuclei formed at large INPs are neither spanning nor proximal. Yet, the rate is a weak function of $L$, with its logarithm scaling linearly with $1/L$. The key heuristic emerging from these observations is that finite size effects will be minimal if critical nuclei are neither spanning nor proximal, and if the intermediary liquid has a region that is structurally indistinguishable from the supercooled liquid under the same conditions.

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