- Potts model
statistical mechanics, the Potts model, a generalization of the Ising model, is a model of interacting spins on a crystalline lattice. By studying the Potts model, one may gain insight into the behaviour of ferromagnets and certain other phenomena of solid state physics. The strength of the Potts model is not so much that it models these physical systems well; it is rather that the one-dimensional case is exactly solvable, and that it has a rich mathematical formulation that has been studied extensively.
The model is named after
Renfrey B. Pottswho described the model near the end of his 1952 Ph.D. thesis. The model was related to the "planar Potts" or "clock model", which was suggested to him by his advisor Cyril Domb. The Potts model is sometimes known as the Ashkin-Teller model(after Julius Ashkinand Edward Teller), as they considered a four component version in 1943.
The Potts model is related to, and generalized by, several other models, including the
XY model, the Heisenberg modeland the N-vector model. The infinite-range Potts model is known as the Kac model. When the spins are taken to interact in a non-Abelianmanner, the model is related to the flux tube model, which is used to discuss confinement in quantum chromodynamics. Generalizations of the Potts model have also been used to model grain growthin metals and coarseningin foams. A further generalization of these methods by James Glazierand Francois Graner, known as the Cellular Potts Modelhas been used to simulate static and kinetic phenomena in foam and biological morphogenesis.
The Potts model consists of "spins" that are placed on a lattice; the lattice is usually taken to be a two-dimensional rectangular
Euclideanlattice, but is often generalized to other dimensions or other lattices. Domb originally suggested that the spin take one of "q" possible values, distributed uniformly about the circle, at angles
and that the interaction Hamiltonian be given by
with the sum running over the nearest neighbor pairs over all lattice sites. The site "colors" take on values, ranging from . Here, is a coupling constant, determining the interaction strength. This model is now known as the vector Potts model or the clock model. Potts provided a solution for two dimensions, for "q"=2,3 and 4. In the limit as q approaches infinity, this becomes the
What is now known as the standard Potts model was suggested by Potts in the course of the solution above, and uses a simpler Hamiltonian, given by:
where is the
Kronecker delta, which equals one whenever and zero otherwise.
The "q"=2 standard Potts model is equivalent to the 2D
Ising modeland the 2-state vector Potts model, with . The "q"=3 standard Potts model is equivalent to the three-state vector Potts model, with .
A common generalization is to introduce an external "magnetic field" term , and moving the parameters inside the sums and allowing them to vary across the model:
where the "inverse temperature", "k" the
Boltzmann constantand "T" the temperature. The summation may run over more distant neighbors on the lattice, or may in fact be an infinite-range force.
Different papers may adopt slightly different conventions, which can alter and the associated partition function by additive or multiplicative constants.
Despite its simplicity as a model of a physical system, the Potts model is useful as a model system for the study of
phase transitions. For example, two dimensional lattices with exhibit a first order transition if . When a continuous transition is observed, as in the Ising model where . Further use is found through the model's relation to percolation problems and the Tutte and chromatic polynomials found in combinatorics.
The model has a close relation to the
Fortuin-Kasteleyn random cluster model, another model in statistical mechanics. Understanding this relationship has helped develop efficient Markov chain Monte Carlomethods for numerical exploration of the model at small .
Measure theoretic description
The one dimensional Potts model may be expressed in terms of a
subshift of finite type, and thus gains access to all of the mathematical techniques associated with this formalism. In particular, it can be solved exactly using the techniques of transfer operators. (However, Ernst Isingused combinatorial methods to solve the Ising model, which is the "ancestor" of the Potts model, in his 1925 PhD thesis). This section develops the mathematical formalism, based on measure theory, behind this solution.
While the example below is developed for the one-dimensional case, many of the arguments, and almost all of the notation, generalizes easily to any number of dimensions. Some of the formalism is also broad enough to handle related models, such as the
XY model, the Heisenberg modeland the N-vector model.
Topology of the space of states
Let be a finite set of symbols, and let
be the set of all bi-infinite strings of values from the set "Q". This set is called a
full shift. For defining the Potts model, either this whole space, or a certain subset of it, a subshift of finite type, may be used. Shifts get this name because there exists a natural operator on this space, the shift operator, acting as
This set has a natural
product topology; the base for this topology are the cylinder sets
that is, the set of all possible strings where "k"+1 spins match up exactly to a given, specific set of values . Explicit representations for the cylinder sets can be gotten by noting that the string of values corresponds to a "q"-adic number, and thus, intuitively, the product topology resembles that of the
The interaction between the spins is then given by a continuous function on this topology. "Any" continuous function will do; for example
will be seen to describe the interaction between nearest neighbors. Of course, different functions give different interactions; so a function of , and will describe a next-nearest neighbor interaction. A function "V" gives interaction energy between a set of spins; it is "not" the Hamiltonian, but is used to build it. The argument to the function "V" is an element , that is, an infinite string of spins. In the above example, the function "V" just picked out two spins out of the infinite string: the values and . In general, the function "V" may depend on some or all of the spins; currently, only those that depend on a finite number are exactly solvable.
Define the function as
This function can be seen to consist of two parts: the self-energy of a configuration of spins, plus the interaction energy of this set and all the other spins in the lattice. The limit of this function is the Hamiltonian of the system; for finite "n", these are sometimes called the finite state Hamiltonians.
Partition function and measure
The corresponding finite-state partition function is given by
with being the cylinder sets defined above. Here, β=1/"kT", where "k" is
Boltzmann's constant, and "T" is the temperature. It is very common in mathematical treatments to set β=1, as it is easily regained by rescaling the interaction energy. This partition function is written as a function of the interaction "V" to emphasize that it is only a function of the interaction, and not of any specific configuration of spins. The partition function, together with the Hamiltonian, are used to define a measure on the Borel σ-algebra in the following way: The measure of a cylinder set, i.e. an element of the base, is given by
One can then extend by countable additivity to the full σ-algebra. This measure is a
probability measure; it gives the likelihood of a given configuration occurring in the configuration space. By endowing the configuration space with a probability measure built from a Hamiltonian in this way, the configuration space turns into a canonical ensemble.
Most thermodynamic properties can be expressed directly in terms of the partition function. Thus, for example, the
Helmholtz free energyis given by
Another important related quantity is the
topological pressure, defined as
which will show up as the logarithm of the leading eigenvalue of the
transfer operatorof the solution.
Free field solution
The simplest model is the model where there is no interaction at all, and so and . The partition function becomes
If all states are allowed, that is, the underlying set of states is given by a
full shift, then the sum may be trivially evaluated as
If neighboring spins are only allowed in certain specific configurations, then the state space is given by a
subshift of finite type. The partition function may then be written as
where card is the
cardinalityor count of a set, and Fix is the set of fixed points of the iterated shift function:
The matrix is the
adjacency matrixspecifying which neighboring spin values are allowed.
The simplest case of the interacting model is the
Ising model, where the spin can only take on one of two values, and only nearest neighbor spins interact. The interaction potential is given by
This potential can be captured in a matrix with matrix elements
with the index . The partition function is then given by
The general solution for an arbitrary number of spins, and an arbitrary finite-range interaction, is given by the same general form. In this case, the precise expression for the matrix "M" is a bit more complex.
The goal of solving a model such as the Potts model is to give the an exact
closed-form expressionfor the partition function (which we've done) and an expression for the Gibbs states or equilibrium states in the limit of , the thermodynamic limit.
* Julius Ashkin, Edward Teller (1943); "Statistics of Two-Dimensional Lattices With Four Components", Physical Review, 64, pp. 178–184
* Renfrey B. Potts, (1952); "Some Generalized Order-Disorder Transformations", Proceedings of the Cambridge Philosophical Society, Vol. 48, pp. 106−109
* " [http://biocomplexity.indiana.edu/jglazier/papers.php?action=browse&cat=03a François Graner and James A. Glazier (1992); "Simulation of Biological Cell Sorting Using a Two-Dimensional Extended Potts Model", Physical Review Letters 69, 2013-2016] "
* [http://link.aps.org/abstract/RMP/v54/p235 Fred Y. Wu (1982); "The Potts model", Reviews of Modern Physics, Vo. 54, pp. 235–268]
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