Olami–Feder–Christensen Model
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In
physics Physics is the natural science that studies matter, its fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge which rel ...
, in the area of
dynamical systems In mathematics, a dynamical system is a system in which a function describes the time dependence of a point in an ambient space. Examples include the mathematical models that describe the swinging of a clock pendulum, the flow of water in ...
, the Olami–Feder–Christensen model is an
earthquake An earthquake (also known as a quake, tremor or temblor) is the shaking of the surface of the Earth resulting from a sudden release of energy in the Earth's lithosphere that creates seismic waves. Earthquakes can range in intensity, from ...
model conjectured to be an example of
self-organized criticality Self-organized criticality (SOC) is a property of dynamical systems that have a critical point as an attractor. Their macroscopic behavior thus displays the spatial or temporal scale-invariance characteristic of the critical point of a phase ...
where local exchange dynamics are not conservative. Despite the original claims of the authors and subsequent claims of other authors such as Lise, whether or not the model is self organized critical remains an open question. The system behaviour reproduces some empirical laws that earthquakes follow (such as the
Gutenberg–Richter law In seismology, the Gutenberg–Richter law (GR law) expresses the relationship between the magnitude and total number of earthquakes in any given region and time period of ''at least'' that magnitude. : \!\,\log_ N = a - b M or : \!\,N = 10^ whe ...
and
Omori's Law In seismology, an aftershock is a smaller earthquake that follows a larger earthquake, in the same area of the main shock, caused as the displaced crust adjusts to the effects of the main shock. Large earthquakes can have hundreds to thousa ...
)


Model definition

The model is a simplification of the Burridge-Knopoff model, where the blocks move instantly to their balanced positions when submitted to a force greater than their friction. Let ''S'' be a
square lattice In mathematics, the square lattice is a type of lattice in a two-dimensional Euclidean space. It is the two-dimensional version of the integer lattice, denoted as . It is one of the five types of two-dimensional lattices as classified by the ...
with ''L × L'' sites and let ''Kmn'' ≥ 0 be the tension at site (m,n). The sites with tension greater than 1 are called critical and go through a relaxation step where their tension spreads to their neighbours. Through analogy with the Burridge-Knopoff model, what is being simulated is a fault, where one of the lattice's dimensions is the flaw depth and the other one follows the flaw.


Model rules

If there are no critical sites, then the system suffers a continuous drive, until a site becomes critical: : K_\max = \underset K_ \, : K_ \leftarrow K_ + (1-K_\max) \, else if the sites ''C''1, ''C''2, ..., ''C''''m'' are critical the relaxation rule is applied in parallel: : K_ \leftarrow 0 ,\quad i=1,\ldots,m \, : K_j \leftarrow K_j + \alpha K'_\, \forall\, j\in \Gamma_ ,\quad i=1,\ldots, m where K'''C'' is the tension prior to the relaxation and ΓC is the set of neighbours of site ''C''. ''α'' is called the conservative parameter and can range from 0 to 0.25 in a square lattice. This can create a chain reaction which is interpreted as an earthquake. These rules allow us to define a time variable that is update during the driving step : t \leftarrow t + (1 - K_\max) \, this is equivalent to define a constant drive : \frac = 1 \,\forall\, i \in S and assume the relaxation step is instantaneous, which is a good approximation for an earthquake model.


Behaviour and criticality

The system's behaviour is heavily influenced by the α parameter. For α=0.25 the system is conservative (in the sense that the local exchange is conservative, as there is still tension loss in the borders) and clearly critical. For values α<0.25 the dynamics is very different, even in the limit α → 0.25, with greater noise and much greater transients. For low α, there are less possibilities of chain reactions which could lead to cut-offs in the earthquake size distribution, implying the model is not critical. Also, for α = 0, the model is trivially not critical. These observations lead to the question of what is the value αc where the system makes the transition from critical to non-critical behaviour, which is still an open question.


Further reading

* * * * * {{DEFAULTSORT:Olami-Feder-Christensen model Fractals Self-organization Seismology measurement