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

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

Research output: Contribution to journalArticlepeer-review

52 Scopus citations

Abstract

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.

Original languageEnglish
Article number033055
JournalPhysical Review Research
Volume4
Issue number3
DOIs
StatePublished - Jul 2022
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2022 authors. Published by the American Physical Society.

Funding

For fieldwork and technical assistance we thank Y. Serry (harvester ants), Y. Orchan and R. Shaish (kite), O. Spiegel and R. Harel (vulture), and S. Rotics and M. Kaatz (stork). E.A. thanks Andrey Cherstvy and Kevin Bassler for useful discussions and advice. C.B. acknowledges financial support from Deutsche Forschungsgemeinschaft (DFG), Grant No. SFB1294/1-318763901. A.S. and M.W. acknowledge support by the German Academic Exchange Service (PPP USA Grant No. 57315749) and by the VolkswagenStiftung (Az. 92738). R.N. acknowledges support from JNF/KKL Grant No. 60-01-221-18, BSF Grant No. 255/2008, and DIP (DFG) Grant No. NA 846/1. R.N. also acknowledges support from Adelina and Massimo Della Pergola Chair of Life Sciences. R.M. acknowledges the German Science Foundation (DFG) for support within Grant No. M.E. 1535/12-1. O.V. and M.A. acknowledge support from the ISF Grant No. 531/20. M.A. also acknowledges Alexander von Humboldt Foundation for an experienced researcher fellowship.

FundersFunder number
KKL60-01-221-18
Alexander von Humboldt-Stiftung
Jewish National Fund
Deutscher Akademischer Austauschdienst57315749
Deutsche ForschungsgemeinschaftSFB1294/1-318763901, 1535/12-1
Volkswagen Foundation92738
United States-Israel Binational Science Foundation255/2008, NA 846/1
Israel Science Foundation531/20

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