square-lattice Ising model
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In statistical mechanics, the two-dimensional square lattice
Ising model The Ising model () (or Lenz-Ising model or Ising-Lenz model), named after the physicists Ernst Ising and Wilhelm Lenz, is a mathematical model of ferromagnetism in statistical mechanics. The model consists of discrete variables that represent ...
is a simple lattice model of interacting magnetic spins. The model is notable for having nontrivial interactions, yet having an analytical solution. The model was solved by
Lars Onsager Lars Onsager (November 27, 1903 – October 5, 1976) was a Norwegian-born American physical chemist and theoretical physicist. He held the Gibbs Professorship of Theoretical Chemistry at Yale University. He was awarded the Nobel Prize in C ...
for the special case that the external magnetic field ''H'' = 0. An analytical solution for the general case for H \neq 0 has yet to be found.


Defining the partition function

Consider a 2D
Ising model The Ising model () (or Lenz-Ising model or Ising-Lenz model), named after the physicists Ernst Ising and Wilhelm Lenz, is a mathematical model of ferromagnetism in statistical mechanics. The model consists of discrete variables that represent ...
on a square lattice \Lambda with ''N'' sites and periodic
boundary condition In mathematics, in the field of differential equations, a boundary value problem is a differential equation together with a set of additional constraints, called the boundary conditions. A solution to a boundary value problem is a solution to th ...
s in both the horizontal and vertical directions, which effectively reduces the
topology In mathematics, topology (from the Greek words , and ) is concerned with the properties of a geometric object that are preserved under continuous deformations, such as stretching, twisting, crumpling, and bending; that is, without closing ...
of the model to a
torus In geometry, a torus (plural tori, colloquially donut or doughnut) is a surface of revolution generated by revolving a circle in three-dimensional space about an axis that is coplanar with the circle. If the axis of revolution does not tou ...
. Generally, the horizontal
coupling A coupling is a device used to connect two shafts together at their ends for the purpose of transmitting power. The primary purpose of couplings is to join two pieces of rotating equipment while permitting some degree of misalignment or end mov ...
J \neq the vertical one J^*. With \beta = \frac and
absolute temperature Thermodynamic temperature is a quantity defined in thermodynamics as distinct from kinetic theory or statistical mechanics. Historically, thermodynamic temperature was defined by Kelvin in terms of a macroscopic relation between thermodynamic w ...
T and
Boltzmann's constant The Boltzmann constant ( or ) is the proportionality factor that relates the average relative kinetic energy of particles in a gas with the thermodynamic temperature of the gas. It occurs in the definitions of the kelvin and the gas constant ...
k, the partition function : Z_N(K \equiv \beta J, L \equiv \beta J^*) = \sum_ \exp \left( K \sum_ \sigma_i \sigma_j + L \sum_ \sigma_i \sigma_j \right).


Critical temperature

The critical temperature T_c can be obtained from the
Kramers–Wannier duality The Kramers–Wannier duality is a symmetry in statistical physics. It relates the free energy of a two-dimensional square-lattice Ising model at a low temperature to that of another Ising model at a high temperature. It was discovered by Hendri ...
relation. Denoting the free energy per site as F(K,L), one has: :\beta F\left(K^, L^\right) = \beta F\left(K,L\right) + \frac\log\left sinh\left(2K\right)\sinh\left(2L\right)\right/math> where : \sinh\left(2K^\right)\sinh\left(2L\right)=1 : \sinh\left(2L^\right)\sinh\left(2K\right)=1 Assuming there is only one critical line in the (K,L) plane, the duality relation implies that this is given by: :\sinh\left(2 K\right)\sinh\left(2 L\right)= 1 For the isotropic case J = J^, one finds the famous relation for the critical temperature T_ :\frac = \frac \approx 2.26918531421


Dual lattice

Consider a configuration of spins \ on the square lattice \Lambda . Let ''r'' and ''s'' denote the number of unlike neighbours in the vertical and horizontal directions respectively. Then the summand in Z_N corresponding to \ is given by : e^ Construct a dual lattice \Lambda_D as depicted in the diagram. For every configuration \ , a polygon is associated to the lattice by drawing a line on the edge of the dual lattice if the spins separated by the edge are unlike. Since by traversing a vertex of \Lambda the spins need to change an even number of times so that one arrives at the starting point with the same charge, every vertex of the dual lattice is connected to an even number of lines in the configuration, defining a polygon. This reduces the partition function to : Z_N(K,L) = 2e^ \sum_ e^ summing over all polygons in the dual lattice, where ''r'' and ''s'' are the number of horizontal and vertical lines in the polygon, with the factor of 2 arising from the inversion of spin configuration.


Low-temperature expansion

At low temperatures, ''K, L'' approach infinity, so that as T \rightarrow 0, \ \ e^, e^ \rightarrow 0 , so that : Z_N(K,L) = 2 e^ \sum_ e^ defines a low temperature expansion of Z_N(K,L) .


High-temperature expansion

Since \sigma \sigma' = \pm 1 one has : e^ = \cosh K + \sinh K(\sigma \sigma') = \cosh K(1+\tanh K(\sigma \sigma')). Therefore : Z_N(K,L) = (\cosh K \cosh L)^N \sum_ \prod_ (1+v \sigma_i \sigma_j) \prod_(1+w\sigma_i \sigma_j) where v =\tanh K and w = \tanh L . Since there are ''N'' horizontal and vertical edges, there are a total of 2^ terms in the expansion. Every term corresponds to a configuration of lines of the lattice, by associating a line connecting ''i'' and ''j'' if the term v \sigma_i \sigma_j (or w \sigma_i \sigma_j) is chosen in the product. Summing over the configurations, using : \sum_ \sigma_i^n = \begin 0 & \mbox n \mbox \\ 2 & \mbox n \mbox \end shows that only configurations with an even number of lines at each vertex (polygons) will contribute to the partition function, giving : Z_N(K,L) = 2^N(\cosh K \cosh L)^N \sum_ v^r w^s where the sum is over all polygons in the lattice. Since tanh ''K'', tanh ''L'' \rightarrow 0 as T \rightarrow \infty , this gives the high temperature expansion of Z_N(K,L). The two expansions can be related using the
Kramers–Wannier duality The Kramers–Wannier duality is a symmetry in statistical physics. It relates the free energy of a two-dimensional square-lattice Ising model at a low temperature to that of another Ising model at a high temperature. It was discovered by Hendri ...
.


Exact solution

The free energy per site in the limit N\to\infty is given as follows. Define the parameter k as :k =\frac The
Helmholtz free energy In thermodynamics, the Helmholtz free energy (or Helmholtz energy) is a thermodynamic potential that measures the useful work obtainable from a closed thermodynamic system at a constant temperature (isothermal). The change in the Helmholtz ener ...
per site F can be expressed as : -\beta F = \frac + \frac\int_^\log\left cosh\left(2 K\right)\cosh\left(2 L\right)+\frac\sqrt\right\theta For the isotropic case J = J^, from the above expression one finds for the internal energy per site: : U = - J \coth(2 \beta J) \left 1 + \frac (2 \tanh^2(2 \beta J) -1) \int_0^ \frac d\theta \right/math> and the spontaneous magnetization is, for T < T_c, : M = \left 1 - \sinh^(2 \beta J) \right


Notes


References

* * * * * * * * * * Barry M. McCoy and Tai Tsun Wu (1973), ''The Two-Dimensional Ising Model''. Harvard University Press, Cambridge Massachusetts, * * * * John Palmer (2007), ''Planar Ising Correlations''. Birkhäuser, Boston, . *{{Citation , last1=Yang , first1=C. N. , authorlink1=C. N. Yang, title=The spontaneous magnetization of a two-dimensional Ising model , doi=10.1103/PhysRev.85.808 , mr=0051740 , year=1952 , journal=Physical Review , series = Series II, volume=85 , issue=5 , pages=808–816, bibcode = 1952PhRv...85..808Y Statistical mechanics Exactly solvable models Lattice models