Unravelling the origins of anomalous diffusion: From molecules to migrating storks

Anomalous diffusion or, more generally, anomalous transport, with nonlinear dependence of the mean-squared displacement on the measurement time, is ubiquitous in nature. It has been observed in processes ranging from microscopic movement of molecules to macroscopic, large-scale paths of migrating bi...

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Main Authors: Ohad Vilk, Erez Aghion, Tal Avgar, Carsten Beta, Oliver Nagel, Adal Sabri, Raphael Sarfati, Daniel K. Schwartz, Matthias Weiss, Diego Krapf, Ran Nathan, Ralf Metzler, Michael Assaf
Format: Article
Language:English
Published: American Physical Society 2022-07-01
Series:Physical Review Research
Online Access:http://doi.org/10.1103/PhysRevResearch.4.033055
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author Ohad Vilk
Erez Aghion
Tal Avgar
Carsten Beta
Oliver Nagel
Adal Sabri
Raphael Sarfati
Daniel K. Schwartz
Matthias Weiss
Diego Krapf
Ran Nathan
Ralf Metzler
Michael Assaf
author_facet Ohad Vilk
Erez Aghion
Tal Avgar
Carsten Beta
Oliver Nagel
Adal Sabri
Raphael Sarfati
Daniel K. Schwartz
Matthias Weiss
Diego Krapf
Ran Nathan
Ralf Metzler
Michael Assaf
author_sort Ohad Vilk
collection DOAJ
description Anomalous diffusion or, more generally, anomalous transport, with nonlinear dependence of the mean-squared displacement on the measurement time, is ubiquitous in nature. It has been observed in processes ranging from microscopic movement of molecules to macroscopic, large-scale paths of migrating birds. Using data from multiple empirical systems, spanning 12 orders of magnitude in length and 8 orders of magnitude in time, we employ a method to detect the individual underlying origins of anomalous diffusion and transport in the data. This method decomposes anomalous transport into three primary effects: long-range correlations (“Joseph effect”), fat-tailed probability density of increments (“Noah effect”), and nonstationarity (“Moses effect”). We show that such a decomposition of real-life data allows us to infer nontrivial behavioral predictions and to resolve open questions in the fields of single-particle tracking in living cells and movement ecology.
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spelling doaj.art-6a0df01edce74b15ac5ac61c7ff8ccd92024-04-12T17:22:55ZengAmerican Physical SocietyPhysical Review Research2643-15642022-07-014303305510.1103/PhysRevResearch.4.033055Unravelling the origins of anomalous diffusion: From molecules to migrating storksOhad VilkErez AghionTal AvgarCarsten BetaOliver NagelAdal SabriRaphael SarfatiDaniel K. SchwartzMatthias WeissDiego KrapfRan NathanRalf MetzlerMichael AssafAnomalous diffusion or, more generally, anomalous transport, with nonlinear dependence of the mean-squared displacement on the measurement time, is ubiquitous in nature. It has been observed in processes ranging from microscopic movement of molecules to macroscopic, large-scale paths of migrating birds. Using data from multiple empirical systems, spanning 12 orders of magnitude in length and 8 orders of magnitude in time, we employ a method to detect the individual underlying origins of anomalous diffusion and transport in the data. This method decomposes anomalous transport into three primary effects: long-range correlations (“Joseph effect”), fat-tailed probability density of increments (“Noah effect”), and nonstationarity (“Moses effect”). We show that such a decomposition of real-life data allows us to infer nontrivial behavioral predictions and to resolve open questions in the fields of single-particle tracking in living cells and movement ecology.http://doi.org/10.1103/PhysRevResearch.4.033055
spellingShingle Ohad Vilk
Erez Aghion
Tal Avgar
Carsten Beta
Oliver Nagel
Adal Sabri
Raphael Sarfati
Daniel K. Schwartz
Matthias Weiss
Diego Krapf
Ran Nathan
Ralf Metzler
Michael Assaf
Unravelling the origins of anomalous diffusion: From molecules to migrating storks
Physical Review Research
title Unravelling the origins of anomalous diffusion: From molecules to migrating storks
title_full Unravelling the origins of anomalous diffusion: From molecules to migrating storks
title_fullStr Unravelling the origins of anomalous diffusion: From molecules to migrating storks
title_full_unstemmed Unravelling the origins of anomalous diffusion: From molecules to migrating storks
title_short Unravelling the origins of anomalous diffusion: From molecules to migrating storks
title_sort unravelling the origins of anomalous diffusion from molecules to migrating storks
url http://doi.org/10.1103/PhysRevResearch.4.033055
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