Laplace’s first law of errors applied to diffusive motion

IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER The European Physical Journal B Pub Date : 2024-06-03 DOI:10.1140/epjb/s10051-024-00704-5
Omer Hamdi, Stanislav Burov, Eli Barkai
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Abstract

In biological, glassy, and active systems, various tracers exhibit Laplace-like, i.e., exponential, spreading of the diffusing packet of particles. The limitations of the central limit theorem in fully capturing the behaviors of such diffusive processes, especially in the tails, have been studied using the continuous time random walk model. For cases when the jump length distribution is super-exponential, e.g., a Gaussian, we use large deviations theory and relate it to the appearance of exponential tails. When the jump length distribution is sub-exponential, the packet of spreading particles is described by the big jump principle. We demonstrate the applicability of our approach for finite time, indicating that rare events and the asymptotics of the large deviations rate function can be sampled for large length scales within a reasonably short measurement time.

The universality of Laplace tails appears everywhere

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拉普拉斯第一误差定律应用于扩散运动
摘要 在生物、玻璃和活性系统中,各种示踪剂表现出类似拉普拉斯的粒子扩散包,即指数扩散。人们利用连续时间随机行走模型研究了中心极限定理在完全捕捉这种扩散过程行为方面的局限性,特别是在尾部。对于跳跃长度分布为超指数分布(如高斯分布)的情况,我们使用了大偏差理论,并将其与指数尾部的出现联系起来。当跳跃长度分布为次指数分布时,扩散粒子包则用大跳跃原理来描述。我们展示了我们的方法在有限时间内的适用性,表明罕见事件和大偏差率函数的渐近线可以在合理的短测量时间内对大长度尺度进行采样。
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来源期刊
The European Physical Journal B
The European Physical Journal B 物理-物理:凝聚态物理
CiteScore
2.80
自引率
6.20%
发文量
184
审稿时长
5.1 months
期刊介绍: Solid State and Materials; Mesoscopic and Nanoscale Systems; Computational Methods; Statistical and Nonlinear Physics
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