Capała Karol, Dybiec Bartłomiej, Gudowska-Nowak Ewa
Marian Smoluchowski Institute of Physics and Mark Kac Center for Complex Systems Research, Jagiellonian University, ul. St. Łojasiewicza 11, 30-348 Kraków, Poland.
Chaos. 2020 Jan;30(1):013127. doi: 10.1063/1.5126263.
Stochastic evolution of various dynamic systems and reaction networks is commonly described in terms of noise assisted escape of an overdamped particle from a potential well, as devised by the paradigmatic Langevin equation in which additive Gaussian stochastic force reproduces effects of thermal fluctuations from the reservoir. When implemented for systems close to equilibrium, the approach correctly explains the emergence of the Boltzmann distribution for the ensemble of trajectories generated by the Langevin equation and relates the intensity of the noise strength to the mobility. This scenario can be further generalized to include effects of non-Gaussian, burstlike forcing modeled by Lévy noise. In this case, however, the pulsatile additive noise cannot be treated as the internal (thermal) since the relation between the strength of the friction and variance of the noise is violated. Heavy tails of Lévy noise distributions not only facilitate escape kinetics, but also, more importantly, change the escape protocol by altering the final stationary state to a non-Boltzmann, nonequilibrium form. As a result, contrary to the kinetics induced by a Gaussian white noise, escape rates in environments with Lévy noise are determined not by the barrier height, but instead by the barrier width. We further discuss consequences of simultaneous action of thermal and Lévy noises on statistics of passage times and population of reactants in double-well potentials.
各种动态系统和反应网络的随机演化通常用过阻尼粒子从势阱的噪声辅助逃逸来描述,这是由典型的朗之万方程设计的,其中加性高斯随机力再现了来自储库的热涨落效应。当应用于接近平衡的系统时,该方法正确地解释了由朗之万方程生成的轨迹系综的玻尔兹曼分布的出现,并将噪声强度与迁移率联系起来。这种情况可以进一步推广,以包括由 Lévy 噪声建模的非高斯、突发式强迫的影响。然而,在这种情况下,脉动加性噪声不能被视为内部(热)噪声,因为摩擦强度与噪声方差之间的关系被违反了。Lévy 噪声分布的重尾不仅促进逃逸动力学,更重要的是,通过将最终稳态改变为非玻尔兹曼、非平衡形式来改变逃逸协议。因此,与高斯白噪声引起的动力学相反,具有 Lévy 噪声的环境中的逃逸率不是由势垒高度决定,而是由势垒宽度决定。我们进一步讨论了热噪声和 Lévy 噪声同时作用对双阱势中通过时间统计和反应物数量的影响。