Phase transition in non-Markovian animal exploration model with preferential returns
arXiv:2111.15231 · doi:10.1103/PhysRevLett.128.148301
Abstract
We study a non-Markovian and nonstationary model of animal mobility incorporating both exploration and memory in the form of preferential returns. We derive exact results for the probability of visiting a given number of sites and develop a practical WKB approximation to treat the nonstationary problem. We further show that this model adequately describes empirical movement data of Egyptian fruit bats (Rousettus aegyptiacus) when accounting for inter-individual variation in the population. Finally, we study the probability of visiting any site a given number of times and derive the corresponding mean-field equation. Here, we find a remarkable phase transition occurring at preferential returns which scale linearly with past visits. Following empirical evidence, we suggest that this phase transition reflects a trade-off between extensive and intensive foraging modes.
6 pages, 3 figures + Supplementary Information
References in corpus (4)
- Random walks with preferential relocations to places visited in the past and their application to biology
- Localization transition induced by learning in random searches
- Solvable random walk model with memory and its relations with Markovian models of anomalous diffusion
- Spectral formulation and WKB approximation for rare-event statistics in reaction systems
Cited by in corpus (10)
- Inferring pointwise diffusion properties of single trajectories with deep learning
- Random walks on complex networks under time-dependent stochastic resetting
- Extremal statistics for a resetting Brownian motion before its first-passage time
- Optimal foraging strategies can be learned
- Entropy rate of random walks on complex networks under stochastic resetting
- Stochastic resetting prevails over sharp restart for broad target distributions
- Trapping Instability of an Active Particle in Steering Potential Fields
- Meta-plasticity and memory in multi-level recurrent feed-forward networks
- Non-Markovian Rock-Paper-Scissors games
- Classification of anomalous diffusion in animal movement data using power spectral analysis