Power-law and log-normal avalanche size statistics in random growth processes
arXiv:2107.08002 · doi:10.1103/PhysRevE.104.L052101
Abstract
We study the avalanche statistics observed in a minimal random growth model. The growth is governed by a reproduction rate obeying a probability distribution with finite mean a and variance va. These two control parameters determine if the avalanche size tends to a stationary distribution, (Finite Scale statistics with finite mean and variance or Power-Law tailed statistics with exponent in (1, 3]), or instead to a non-stationary regime with Log-Normal statistics. Numerical results and their statistical analysis are presented for a uniformly distributed growth rate, which are corroborated and generalized by analytical results. The latter show that the numerically observed avalanche regimes exist for a wide family of growth rate distributions and provide a precise definition of the boundaries between the three regimes.
arXiv comment5 pages, 3 figures
References in corpus (20)
- Power-law distributions in empirical data
- Power laws, Pareto distributions and Zipf's law
- Crackling Noise
- Powerlaw: a Python package for analysis of heavy-tailed distributions
- Scale-free networks are rare
- Hysteresis and hierarchies: dynamics of disorder-driven first-order phase transformations
- Self-Organized Branching Processes: A Mean-Field Theory for Avalanches
- Statistical similarity between the compression of a porous material and earthquakes
- Self-organized criticality in the hysteresis of the Sherrington - Kirkpatrick model
- Universal Pulse Shape Scaling Function and Exponents: A Critical Test for Avalanche Models applied to Barkhausen Noise
- Finite Size Scaling analysis of the avalanches in the 3d Gaussian Random Field Ising Model with metastable dynamics
- Power Law Distributions of Offspring and Generation Numbers in Branching Models of Earthquake Triggering
- Log-normal distribution from a process that is not multiplicative but is additive
- A simple unified view of branching process statistics: random walks in balanced logarithmic potentials
- Temporal profiles of avalanches on networks
- Rigidity-Controlled Crossover: From Spinodal to Critical Failure
- Quasi-Neutral theory of epidemic outbreaks
- Origin of scale-free intermittency in structural first-order phase transitions
- Matrix Kesten Recursion, Inverse-Wishart Ensemble and Fermions in a Morse Potential
- Mechanisms of evolution of avalanches in regular graphs