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小胶体簇结晶动力学的斯莫卢霍夫斯基模型。

A Smoluchowski model of crystallization dynamics of small colloidal clusters.

机构信息

Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, Maryland 21218, USA.

出版信息

J Chem Phys. 2011 Oct 21;135(15):154506. doi: 10.1063/1.3652967.

Abstract

We investigate the dynamics of colloidal crystallization in a 32-particle system at a fixed value of interparticle depletion attraction that produces coexisting fluid and solid phases. Free energy landscapes (FELs) and diffusivity landscapes (DLs) are obtained as coefficients of 1D Smoluchowski equations using as order parameters either the radius of gyration or the average crystallinity. FELs and DLs are estimated by fitting the Smoluchowski equations to Brownian dynamics (BD) simulations using either linear fits to locally initiated trajectories or global fits to unbiased trajectories using Bayesian inference. The resulting FELs are compared to Monte Carlo Umbrella Sampling results. The accuracy of the FELs and DLs for modeling colloidal crystallization dynamics is evaluated by comparing mean first-passage times from BD simulations with analytical predictions using the FEL and DL models. While the 1D models accurately capture dynamics near the free energy minimum fluid and crystal configurations, predictions near the transition region are not quantitatively accurate. A preliminary investigation of ensemble averaged 2D order parameter trajectories suggests that 2D models are required to capture crystallization dynamics in the transition region.

摘要

我们研究了在固定的粒子间耗散吸引下的 32 粒子系统中胶体结晶的动力学,该吸引产生共存的流体相和固体相。自由能景观(FEL)和扩散景观(DL)是通过使用旋转半径或平均结晶度作为序参量,从一维 Smoluchowski 方程的系数获得的。FEL 和 DL 是通过使用线性拟合局部启动轨迹或使用贝叶斯推理对无偏轨迹进行全局拟合,将 Smoluchowski 方程拟合到布朗动力学(BD)模拟中得到的。将得到的 FEL 与蒙特卡罗伞状采样结果进行比较。通过比较使用 FEL 和 DL 模型的 BD 模拟的平均首次通过时间与分析预测,评估 FEL 和 DL 对胶体结晶动力学建模的准确性。虽然一维模型在接近自由能最小的流体和晶体构型的区域准确地捕捉了动力学,但在过渡区域的预测并不具有定量准确性。对集合平均二维序参量轨迹的初步研究表明,需要二维模型来捕捉过渡区域的结晶动力学。

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