Record-Breaking Avalanches in Driven Threshold Systems
arXiv:1305.2148 · doi:10.1103/PhysRevE.87.052811
Abstract
Record-breaking avalanches generated by the dynamics of several driven nonlinear threshold models are studied. Such systems are characterized by intermittent behavior, where slow buildup of energy is punctuated by an abrupt release of energy through avalanche events which usually follow scale invariant statistics. From the simulations of these systems it is possible to extract sequences of record-breaking avalanches, where each subsequent record-breaking event is larger in magnitude than all previous events. In the present work, several cellular automata are analyzed among them the sandpile model, Manna model, Olami-Feder-Christensen (OFC) model, and the forest-fire model to investigate the record-breaking statistics of model avalanches which exhibit temporal and spatial correlations. Several statistical measures of record-breaking events are derived analytically and confirmed through numerical simulations. The statistics of record-breaking avalanches for the four models are compared to that of record-breaking events extracted from the sequences of independent identically distributed (\emph{i.i.d.}) random variables. It is found that the statistics of record-breaking avalanches for the above cellular automata exhibit behavior different from that observed for \emph{i.i.d.} random variables which in turn can be used to characterize complex spatio-temporal dynamics. The most pronounced deviations are observed in the case of the OFC model with a strong dependence on the conservation parameter of the model. This indicates that avalanches in the OFC model are not independent and exhibit spatio-temporal correlations.
18 pages, 7 figures, accepted in Phys Rev E (2013)
References in corpus (6)
- Universal Record Statistics of Random Walks and Lévy Flights
- On the influence of time and space correlations on the next earthquake magnitude
- Records in a changing world
- Transient and stationary behavior of the Olami-Feder-Christensen earthquake model
- Periodicity and criticality in the Olami-Feder-Christensen model of earthquakes
- Persistence and survival in equilibrium step fluctuations
Cited by in corpus (8)
- Record breaking bursts during the compressive failure of porous materials
- Record statistics of bursts signals the onset of acceleration towards failure
- Record breaking bursts in a fiber bundle model of creep rupture
- Scaling Exponent for Incremental Records
- Slow Kinetics of Brownian Maxima
- Persistence of Random Walk Records
- Scaling Exponents for Ordered Maxima
- Record breaking statistics near second order phase transitions