Chen Yaming, Baule Adrian, Touchette Hugo, Just Wolfram
School of Mathematical Sciences, Queen Mary University of London, London E1 4NS, United Kingdom.
National Institute for Theoretical Physics, Stellenbosch 7600, South Africa and Institute of Theoretical Physics, University of Stellenbosch, Stellenbosch 7600, South Africa.
Phys Rev E Stat Nonlin Soft Matter Phys. 2013 Nov;88(5):052103. doi: 10.1103/PhysRevE.88.052103. Epub 2013 Nov 4.
We investigate the validity and accuracy of weak-noise (saddle-point or instanton) approximations for piecewise-smooth stochastic differential equations (SDEs), taking as an illustrative example a piecewise-constant SDE, which serves as a simple model of Brownian motion with solid friction. For this model, we show that the weak-noise approximation of the path integral correctly reproduces the known propagator of the SDE at lowest order in the noise power, as well as the main features of the exact propagator with higher-order corrections, provided the singularity of the path integral associated with the nonsmooth SDE is treated with some heuristics. We also show that, as in the case of smooth SDEs, the deterministic paths of the noiseless system correctly describe the behavior of the nonsmooth SDE in the low-noise limit. Finally, we consider a smooth regularization of the piecewise-constant SDE and study to what extent this regularization can rectify some of the problems encountered when dealing with discontinuous drifts and singularities in SDEs.
我们研究了分段光滑随机微分方程(SDEs)的弱噪声(鞍点或瞬子)近似的有效性和准确性,以一个分段常数SDE为例进行说明,该SDE作为具有固体摩擦的布朗运动的简单模型。对于这个模型,我们表明,路径积分的弱噪声近似在噪声功率的最低阶正确地再现了SDE的已知传播子,以及具有高阶修正的精确传播子的主要特征,前提是与非光滑SDE相关的路径积分的奇点用一些启发式方法处理。我们还表明,与光滑SDE的情况一样,无噪声系统的确定性路径在低噪声极限下正确地描述了非光滑SDE的行为。最后,我们考虑了分段常数SDE的光滑正则化,并研究这种正则化在多大程度上可以纠正处理SDE中的不连续漂移和奇点时遇到的一些问题。