The Network of Epicenters of the Olami-Feder-Christensen Model of Earthquakes
arXiv:cond-mat/0602244 · doi:10.1103/PhysRevE.74.016126
Abstract
We study the dynamics of the Olami-Feder-Christensen (OFC) model of earthquakes, focusing on the behavior of sequences of epicenters regarded as a growing complex network. Besides making a detailed and quantitative study of the effects of the borders (the occurrence of epicenters is dominated by a strong border effect which does not scale with system size), we examine the degree distribution and the degree correlation of the graph. We detect sharp differences between the conservative and nonconservative regimes of the model. Removing border effects, the conservative regime exhibits a Poisson-like degree statistics and is uncorrelated, while the nonconservative has a broad power-law-like distribution of degrees (if the smallest events are ignored), which reproduces the observed behavior of real earthquakes. In this regime the graph has also a unusually strong degree correlation among the vertices with higher degree, which is the result of the existence of temporary attractors for the dynamics: as the system evolves, the epicenters concentrate increasingly on fewer sites, exhibiting strong synchronization, but eventually spread again over the lattice after a series of sufficiently large earthquakes. We propose an analytical description of the dynamics of this growing network, considering a Markov process network with hidden variables, which is able to account for the mentioned properties.
arXiv comment9 pages, 10 figures. Smaller number of figures, and minor text corrections and modifications. For version with full resolution images see http://fig.if.usp.br/~tpeixoto/cond-mat-0602244.pdf
References in corpus (11)
- The structure and function of complex networks
- Finding and evaluating community structure in networks
- Dynamical and correlation properties of the Internet
- Class of correlated random networks with hidden variables
- Local modularity measure for network clusterizations
- Self-Organized Criticality in Non-conserved Systems
- Properties of Foreshocks and Aftershocks of the Non-Conservative SOC Olami-Feder-Christensen Model: Triggered or Critical Earthquakes?
- Self-Organized Criticality and Universality in a Nonconservative Earthquake Model
- Scaling in a Nonconservative Earthquake Model of Self-Organised Criticality
- Distribution of epicenters in the Olami-Feder-Christensen model
- The complex scaling behavior of non--conserved self--organized critical systems
Cited by in corpus (8)
- Statistical Physics of Fracture, Friction and Earthquake
- Dynamical evolution of clustering in complex network of earthquakes
- Hypocenter interval statistics between successive earthquakes in the two-dimensional Burridge-Knopoff model
- Asperity characteristics of the Olami-Feder-Christensen model of earthquakes
- Statistical Physics Approaches to Seismicity
- Network of recurrent events for the Olami-Feder-Christensen model
- Towards Evidence of Long-Range Correlations in Shallow Seismic Activities
- Motifs in earthquake networks: Romania, Italy, United States of America, and Japan