Strategies for the exploration of free energy landscapes: Unity in diversity and challenges ahead

Q1 Physics and Astronomy
Fabio Pietrucci
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引用次数: 110

Abstract

Computer simulations play an important role in the study of transformation processes of condensed matter, including phase transitions, chemical reactions, and conformational changes of biomolecules. In principle, atomic trajectories, such as those generated using the molecular dynamics approach, contain detailed structural, thermodynamic, and kinetic information about activated processes. In practice, due to free energy barriers, there is often a wide gap between the time scale of the transformation and the time scale accessible with simulations. This review offers a practical guide to the ingenious methods aimed to accelerate the exploration and reconstruction of free energy landscapes of complex systems. The focus is on basic unifying concepts, successful strategies, and pitfalls, illustrated with examples of application to scientific problems from different disciplines. The current challenges in the field consist mainly in the cumbersome identification of optimal reaction coordinates and in the extensive recourse to expert human supervision and fine tuning of the algorithms. The full achievement of wide-spectrum formulations and easy reproducibility of results would constitute the breakthrough necessary to enter the era of routine use of enhanced sampling simulations.

探索自由能源格局的策略:多样性中的统一和未来的挑战
计算机模拟在凝聚态物质相变、化学反应和生物分子构象变化等转化过程的研究中发挥着重要作用。原则上,原子轨迹,例如使用分子动力学方法生成的原子轨迹,包含有关活化过程的详细结构、热力学和动力学信息。在实践中,由于自由能势垒的存在,转换的时间尺度与模拟的时间尺度之间往往存在很大的差距。本文综述为加速探索和重建复杂系统的自由能景观的巧妙方法提供了实用指南。重点是基本的统一概念,成功的策略和缺陷,并举例说明应用于不同学科的科学问题。该领域目前面临的挑战主要在于确定最优反应坐标的繁琐工作,以及广泛求助于专家监督和算法的微调。全面实现广谱配方和结果的容易再现性将是进入常规使用增强抽样模拟时代所必需的突破。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Reviews in Physics
Reviews in Physics Physics and Astronomy-Physics and Astronomy (all)
CiteScore
21.30
自引率
0.00%
发文量
8
审稿时长
98 days
期刊介绍: Reviews in Physics is a gold open access Journal, publishing review papers on topics in all areas of (applied) physics. The journal provides a platform for researchers who wish to summarize a field of physics research and share this work as widely as possible. The published papers provide an overview of the main developments on a particular topic, with an emphasis on recent developments, and sketch an outlook on future developments. The journal focuses on short review papers (max 15 pages) and these are freely available after publication. All submitted manuscripts are fully peer-reviewed and after acceptance a publication fee is charged to cover all editorial, production, and archiving costs.
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