Literature DB >> 28415337

Mean-squared-displacement statistical test for fractional Brownian motion.

Grzegorz Sikora1, Krzysztof Burnecki1, Agnieszka Wyłomańska1.   

Abstract

Anomalous diffusion in crowded fluids, e.g., in cytoplasm of living cells, is a frequent phenomenon. A common tool by which the anomalous diffusion of a single particle can be classified is the time-averaged mean square displacement (TAMSD). A classical mechanism leading to the anomalous diffusion is the fractional Brownian motion (FBM). A validation of such process for single-particle tracking data is of great interest for experimentalists. In this paper we propose a rigorous statistical test for FBM based on TAMSD. To this end we analyze the distribution of the TAMSD statistic, which is given by the generalized chi-squared distribution. Next, we study the power of the test by means of Monte Carlo simulations. We show that the test is very sensitive for changes of the Hurst parameter. Moreover, it can easily distinguish between two models of subdiffusion: FBM and continuous-time random walk.

Year:  2017        PMID: 28415337     DOI: 10.1103/PhysRevE.95.032110

Source DB:  PubMed          Journal:  Phys Rev E        ISSN: 2470-0045            Impact factor:   2.529


  2 in total

1.  Cholesterol modulates acetylcholine receptor diffusion by tuning confinement sojourns and nanocluster stability.

Authors:  Alejo Mosqueira; Pablo A Camino; Francisco J Barrantes
Journal:  Sci Rep       Date:  2018-08-10       Impact factor: 4.379

2.  Testing of Multifractional Brownian Motion.

Authors:  Michał Balcerek; Krzysztof Burnecki
Journal:  Entropy (Basel)       Date:  2020-12-12       Impact factor: 2.524

  2 in total

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