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Computing probabilities of very rare events for Langevin processes: a new method based on importance sampling

机译:计算兰格文过程中非常罕见事件的概率:一种基于重要性抽样的新方法

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摘要

Langevin equations are used to model many processes of physical interest, including low-energy nuclear collisions. In this paper we develop a general method for computing probabilities of very rare events (e.g. small fusion cross-sections) for processes described by Langevin dynamics. As we demonstrate with numerical examples as well as an exactly solvable model, our method can converge to the desired answer at a rate which is orders of magnitude faster than that achieved with direct simulations of the process in question.
机译:Langevin方程用于模拟许多物理过程,包括低能核碰撞。在本文中,我们开发了一种通用方法,用于计算Langevin动力学描述的过程中非常罕见事件(例如小融合截面)的概率。正如我们通过数值示例以及一个完全可求解的模型所演示的那样,我们的方法可以收敛到所需的答案,其速率比直接对相关过程进行模拟要快几个数量级。

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