English

Strong anomalous diffusion for free-ranging birds

Populations and Evolution 2025-08-14 v2 Statistical Mechanics Biological Physics Data Analysis, Statistics and Probability Quantitative Methods

Abstract

Diffusion and anomalous diffusion are widely observed and used to study movement across organisms, resulting in extensive use of the mean and mean-squared displacement (MSD). However, these measures - corresponding to specific displacement moments - do not capture the full complexity of movement behavior. Using high-resolution data from over 70 million localizations of young and adult free-ranging Barn Owls (\textit{Tyto alba}), we reveal strong anomalous diffusion as nonlinear growth of displacement moments. The moment spectrum function λt(q)\lambda_t(q) -- defined by <x(t)q>tλt(q)\left<|\bm{x}(t)|^q\right> \sim t^{\lambda_t(q)} -- displays piecewise linearity in qq, with a critical moment marking the crossover between scaling regimes. This highlights the need of a broad spectrum of displacement moments to characterize movement, which we link to age-specific ecological drivers. Furthermore, a characteristic timescale of five minutes marks an unexpected transition from a convex to a concave λt(q)\lambda_t(q). Using two stochastic models - a bounded L\'evy walk and a multi-mode behavioral model - we account for the observed phenomena, showing good agreement with data, relating age-specific behavioral states to environmentally confined movement, and demonstrating how L\'evy walk-like patterns can arise from underlying behavioral structure. Finally, we discuss the ecological significance of our results, arguing that strong anomalous diffusion may be widespread in animal movement.

Keywords

Cite

@article{arxiv.2411.04684,
  title  = {Strong anomalous diffusion for free-ranging birds},
  author = {Ohad Vilk and Motti Charter and Sivan Toledo and Eli Barkai and Ran Nathan},
  journal= {arXiv preprint arXiv:2411.04684},
  year   = {2025}
}

Comments

15 pages, 4 figures

R2 v1 2026-06-28T19:51:29.655Z