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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Hauptverfasser: Vilk, Ohad, Aghion, Erez, Avgar, Tal, Beta, Carsten, Nagel, Oliver, Sabri, Adal, Sarfati, Raphael, Schwartz, Daniel K, Weiss, Matthias, Krapf, Diego, Nathan, Ran, Metzler, Ralf, Assaf, Michael
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Sprache:eng
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Zusammenfassung: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 non-stationarity ("Moses effect"). We show that such a decomposition of real-life data allows to infer nontrivial behavioral predictions, and to resolve open questions in the fields of single particle tracking in living cells and movement ecology.
DOI:10.48550/arxiv.2109.04309