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Theory and Simulation of Rare Events in Stochastic Systems

机译:随机系统中稀有事件的理论与模拟

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摘要

Activated processes driven by rare fluctuations are discussed in this thesis. Understanding the dynamics of these activated processes is important for understanding chemical and biological reactions, drug design and many other important applications. First, theoretical tools including the Langevin equation, the Fokker-Planck equation and the path integral technique are reviewed. Based on these theories, simulation methods have been developed to sample the activated processes by a number of investigators. Several of the most important path sampling and path generating approaches are introduced. A combination of analytic and numerical techniques are applied to study the distribution of the durations of transition events over a barrier in a one-dimensional system undergoing over-damped Langevin dynamics. Then we employ the ``weighted ensemble' path sampling method to generate an unbiased ensemble of paths for a conformational transition in a 210-dimensional model of the protein calmodulin, and also find the reaction rate. The results show that the weighted ensemble approach is a remarkably straightforward and successful method. At last, systems with multiple channels are studied by the weighted ensemble approach and the more common transition path sampling approach. The weighted ensemble method is distinguished by its ability to perform complete path sampling for systems with multiplechannels at reasonable cost.
机译:本文讨论了由稀有波动驱动的活化过程。了解这些活化过程的动力学对于理解化学和生物反应,药物设计和许多其他重要应用很重要。首先,回顾了包括Langevin方程,Fokker-Planck方程和路径积分技术在内的理论工具。基于这些理论,已经开发出了许多研究人员用来模拟激活过程的仿真方法。介绍了几种最重要的路径采样和路径生成方法。解析和数值技术的组合被应用来研究过渡事件的持续时间在经历过阻尼兰格文动力学的一维系统中的障碍上的分布。然后我们使用``加权集合''路径采样方法为钙调蛋白的210维模型生成构象转变的无偏路径集合,并找到反应速率。结果表明,加权集成方法是一种非常简单和成功的方法。最后,通过加权集成方法和更常见的过渡路径采样方法研究了具有多个通道的系统。加权集成法的特点是能够以合理的成本对具有多个通道的系统执行完整的路径采样。

著录项

  • 作者

    Zhang Bin W;

  • 作者单位
  • 年度 2009
  • 总页数
  • 原文格式 PDF
  • 正文语种 en
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