- Percolation Theory describes the behavior of a network when nodes or links are added.
- A percolation is a process wherein given a lattice, we place pebbles with probability
at each lattice point. Neighboring pebbles are considered connected. - An inverse percolation process involves removing nodes instead of adding them from the lattice.
- The percolating cluster is an emergent property during a percolation process.
- We may define a threshold function, where, when
, we go from a system of tiny clusters to one having a giant cluster. is the breakdown threshold.
- We may define a threshold function, where, when
Fundamental Quantities
-
The breakdown threshold is a threshold notated
. It is the number of nodes that is needed for a given network to have a percolating cluster. -
The clustering coefficient is a quantity, denoted
which captures the degree to which the neighbors of link to each other to form a clique. Let be a vertex, with degree . be the number of edges between the neighbors of . The clustering coefficient is calculated as
It should be noted that
Critical Exponents
-
In a percolation process the average cluster size is defined as
Where is the breakdown threshold is the critical exponent. As this value diverges -
The order parameter is a parameter that dictates the probability that a randomly chosen pebble in a percolation process belongs to the largest cluster.
It is notated
and follows Where is the critical exponent. - As
, this probability drops to .
- As
-
In a percolation process, the correlation distance is the mean distance between two pebbles in the same cluster. It is defined as
Where
is a critical exponent . - As
, the distance goes from finite to divergent. This implies the size of the largest cluster becomes infinite and percolates the whole lattice.
- As
-
The critical exponents are a set of three exponents that describe a percolation process
- average cluster size - order parameter - correlation length
-
In a percolation process, the critical exponents are universal properties which are independent of the precise value of
or the lattice.