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基于分子动力学模拟的甲烷水合物成核速率分析

Nucleation rate analysis of methane hydrate from molecular dynamics simulations.

作者信息

Yuhara Daisuke, Barnes Brian C, Suh Donguk, Knott Brandon C, Beckham Gregg T, Yasuoka Kenji, Wu David T, Sum Amadeu K

机构信息

Department of Mechanical Engineering, Keio University, Yokohama, Japan.

出版信息

Faraday Discuss. 2015;179:463-74. doi: 10.1039/c4fd00219a. Epub 2015 Apr 16.

Abstract

Clathrate hydrates are solid crystalline structures most commonly formed from solutions that have nucleated to form a mixed solid composed of water and gas. Understanding the mechanism of clathrate hydrate nucleation is essential to grasp the fundamental chemistry of these complex structures and their applications. Molecular dynamics (MD) simulation is an ideal method to study nucleation at the molecular level because the size of the critical nucleus and formation rate occur on the nano scale. Various analysis methods for nucleation have been developed through MD to analyze nucleation. In particular, the mean first-passage time (MFPT) and survival probability (SP) methods have proven to be effective in procuring the nucleation rate and critical nucleus size for monatomic systems. This study assesses the MFPT and SP methods, previously used for monatomic systems, when applied to analyzing clathrate hydrate nucleation. Because clathrate hydrate nucleation is relatively difficult to observe in MD simulations (due to its high free energy barrier), these methods have yet to be applied to clathrate hydrate systems. In this study, we have analyzed the nucleation rate and critical nucleus size of methane hydrate using MFPT and SP methods from data generated by MD simulations at 255 K and 50 MPa. MFPT was modified for clathrate hydrate from the original version by adding the maximum likelihood estimate and growth effect term. The nucleation rates calculated by MFPT and SP methods are within 5%, and the critical nucleus size estimated by the MFPT method was 50% higher, than values obtained through other more rigorous but computationally expensive estimates. These methods can also be extended to the analysis of other clathrate hydrates.

摘要

笼形水合物是最常见于由已形成核并形成由水和气体组成的混合固体的溶液中形成的固体晶体结构。了解笼形水合物成核的机制对于掌握这些复杂结构的基础化学及其应用至关重要。分子动力学(MD)模拟是在分子水平上研究成核的理想方法,因为临界核的大小和形成速率发生在纳米尺度上。通过MD已经开发了各种用于分析成核的方法。特别是,平均首次通过时间(MFPT)和存活概率(SP)方法已被证明在获取单原子系统的成核速率和临界核尺寸方面是有效的。本研究评估了先前用于单原子系统的MFPT和SP方法在应用于分析笼形水合物成核时的情况。由于笼形水合物成核在MD模拟中相对难以观察到(由于其高自由能垒),这些方法尚未应用于笼形水合物系统。在本研究中,我们使用MFPT和SP方法,根据在255 K和50 MPa下MD模拟生成的数据,分析了甲烷水合物的成核速率和临界核尺寸。通过添加最大似然估计和生长效应项,对笼形水合物的MFPT进行了修改。由MFPT和SP方法计算出的成核速率在5%以内,并且通过MFPT方法估计的临界核尺寸比通过其他更严格但计算成本更高的估计获得的值高50%。这些方法也可以扩展到其他笼形水合物的分析。

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