Ergodicity testing for anomalous diffusion: Small sample statistics

被引:23
|
作者
Janczura, Joanna [1 ]
Weron, Aleksander [1 ]
机构
[1] Wroclaw Univ Technol, Hugo Steinhaus Ctr, Fac Fundamental Problems Technol, PL-50370 Wroclaw, Poland
来源
JOURNAL OF CHEMICAL PHYSICS | 2015年 / 142卷 / 14期
关键词
DYNAMICS;
D O I
10.1063/1.4916912
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The analysis of trajectories recorded in experiments often requires calculating time averages instead of ensemble averages. According to the Boltzmann hypothesis, they are equivalent only under the assumption of ergodicity. In this paper, we implement tools that allow to study ergodic properties. This analysis is conducted in two classes of anomalous diffusion processes: fractional Brownian motion and subordinated Ornstein-Uhlenbeck process. We show that only first of them is ergodic. We demonstrate this by applying rigorous statistical methods: mean square displacement, confidence intervals, and dynamical functional test. Our methodology is universal and can be implemented for analysis of many experimental data not only if a large sample is available but also when there are only few trajectories recorded. (C) 2015 AIP Publishing LLC.
引用
收藏
页数:7
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