Potential of Mean Force of Short-Chain Surface Adsorption using Non-Uniform Sampling Windows for Optimal Computational Efficiency

IF 1.8 4区 工程技术 Q3 POLYMER SCIENCE Macromolecular Theory and Simulations Pub Date : 2023-10-12 DOI:10.1002/mats.202300057
Naveen Kumar Vasudevan, Dongyang Li, Li Xi
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Abstract

Free energy calculation in molecular simulation is an computationally expensive process. Umbrella sampling (US) is a go-to method for obtaining the potential of mean force (PMF) along a reaction coordinate. Its computational cost increases drastically as the molecular system gets more complex. For many polymeric and biomolecular systems, adequately sampling all configurational degrees of freedom is computationally prohibitive. Using the adsorption of a short-chain methylcellulose on a cellulose crystalline surface as the test case, this study shows that the sampling time required for reliable results is much higher than typical choices made in the literature. The accuracy of the PMF profile is strongly affected by sampling inadequacy in a few regions along the reaction coordinate. Non-uniform windows and sampling parameters are proposed to enhance the sampling in difficult regions. Sampling windows that vary with the local PMF steepness are allocated with a new algorithm. Parameters in this algorithm are optimized for the best sampling efficiency. It is demonstrated that significantly less computer time will be required to achieve the same sampling accuracy if computational resources are optimally distributed along the reaction coordinate.

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利用非均匀采样窗口优化计算效率的短链表面吸附平均力潜力
分子模拟中的自由能计算是一个计算昂贵的过程。伞状采样(US)是一种沿反应坐标获取平均力势(PMF)的常用方法。随着分子系统变得越来越复杂,其计算成本也急剧增加。对于许多聚合物和生物分子系统来说,对所有构型自由度进行充分采样的计算成本过高。本研究以纤维素结晶表面对短链甲基纤维素的吸附为测试案例,表明要获得可靠结果所需的采样时间远高于文献中的典型选择。PMF 曲线的准确性受到沿反应坐标的少数区域取样不足的严重影响。我们提出了非均匀窗口和采样参数,以加强困难区域的采样。采用一种新算法分配随局部 PMF 陡度变化的采样窗口。对该算法的参数进行了优化,以获得最佳采样效率。结果表明,如果计算资源沿反应坐标优化分配,则达到相同采样精度所需的计算机时间将大大减少。
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来源期刊
Macromolecular Theory and Simulations
Macromolecular Theory and Simulations 工程技术-高分子科学
CiteScore
3.00
自引率
14.30%
发文量
45
审稿时长
2 months
期刊介绍: Macromolecular Theory and Simulations is the only high-quality polymer science journal dedicated exclusively to theory and simulations, covering all aspects from macromolecular theory to advanced computer simulation techniques.
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