Lévy flights and leaky boxes: anomalous diffusion of cosmic rays

ABSTRACT In classical diffusion, particle step-sizes have a Gaussian distribution. However, in superdiffusion, they have power-law tails, with transport dominated by rare, long ‘Lévy flights’. Similarly, if the time interval between scattering events has power-law tails, subdiffusion occurs. Both forms of anomalous diffusion are seen in cosmic ray (CR) particle tracking simulations in turbulent magnetic fields. They also likely occur if CRs are scattered by discrete intermittent structures, as recently suggested. Anomalous diffusion mimics a scale-dependent diffusion coefficient, with potentially wide-ranging consequences. However, the finite size of galaxies implies an upper bound on step-sizes before CRs escape. This truncation results in eventual convergence to Gaussian statistics by the central limit theorem. Using Monte-Carlo simulations, we show that this occurs in both standard finite-thickness halo models, or when CR diffusion transitions to advection or streaming-dominated regimes. While optically thick intermittent structures produce power-law trapping times and thus subdiffusion, ‘Gaussianization’ also eventually occurs on time-scales longer than the maximum trapping time. Anomalous diffusion is a transient, and converges to standard diffusion on the (usually short) time-scale of particle escape, either from confining structures (subdiffusion), or the system as a whole (superdiffusion). Thus, standard assumptions of classical diffusion are physically justified in most applications, despite growing simulation evidence for anomalous diffusion. However, if escape times are long, this is no longer true. For instance, anomalous diffusion in the CGM or ICM would change CR pressure profiles. Finally, we show the standard diagnostic for anomalous diffusion, $\langle d^2 \rangle \propto t^{\alpha }$ with $\alpha \ne 1$, is not justified for truncated Lévy flights, and propose an alternative robust measure.

Authors

Institutions

Publication Details

Journal
Monthly Notices of the Royal Astronomical Society
Published
2025-09-05
DOI
https://doi.org/10.1093/mnras/staf1474
Citations
3
Primary Topic
Diffusion and Search Dynamics
Type
article
Field-Weighted Citation Impact
2.42

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Lévy flights and leaky boxes: anomalous diffusion of cosmic rays

S. Peng Oh, Nan Liang
3 citations
Monthly Notices of the Royal Astronomical Society
Diffusion and Search Dynamics
2.42
article

Lévy flights and leaky boxes: anomalous diffusion of cosmic rays

S. Peng Oh, Nan Liang
article en
3 citations

Abstract

ABSTRACT In classical diffusion, particle step-sizes have a Gaussian distribution. However, in superdiffusion, they have power-law tails, with transport dominated by rare, long ‘Lévy flights’. Similarly, if the time interval between scattering events has power-law tails, subdiffusion occurs. Both forms of anomalous diffusion are seen in cosmic ray (CR) particle tracking simulations in turbulent magnetic fields. They also likely occur if CRs are scattered by discrete intermittent structures, as recently suggested. Anomalous diffusion mimics a scale-dependent diffusion coefficient, with potentially wide-ranging consequences. However, the finite size of galaxies implies an upper bound on step-sizes before CRs escape. This truncation results in eventual convergence to Gaussian statistics by the central limit theorem. Using Monte-Carlo simulations, we show that this occurs in both standard finite-thickness halo models, or when CR diffusion transitions to advection or streaming-dominated regimes. While optically thick intermittent structures produce power-law trapping times and thus subdiffusion, ‘Gaussianization’ also eventually occurs on time-scales longer than the maximum trapping time. Anomalous diffusion is a transient, and converges to standard diffusion on the (usually short) time-scale of particle escape, either from confining structures (subdiffusion), or the system as a whole (superdiffusion). Thus, standard assumptions of classical diffusion are physically justified in most applications, despite growing simulation evidence for anomalous diffusion. However, if escape times are long, this is no longer true. For instance, anomalous diffusion in the CGM or ICM would change CR pressure profiles. Finally, we show the standard diagnostic for anomalous diffusion, $\langle d^2 \rangle \propto t^{\alpha }$ with $\alpha \ne 1$, is not justified for truncated Lévy flights, and propose an alternative robust measure.

Monthly Notices of the Royal Astronomical SocietyVol. 543(3)
University of California, Santa Barbara (US)
National Science Foundation, National Aeronautics and Space Administration, Aspen Center for Physics, Johns Hopkins University, Kavli Institute for Theoretical Physics, University of California, Santa Barbara
Openalex Percentile: Top 10%
Diffusion and Search Dynamics
2.42
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.