For a ferromagnetic Ising model with coordination number of a lattice , its mean-field self-consistency equation is . Put . For , the only solution is zero. For , strict concavity of on gives one positive solution and its spin-reversed partner. Expanding gives , proving a continuous onset with order-parameter critical exponent . The Bragg-Williams free energy of the Ising model has a positive quartic coefficient at , so these are the stable ordered minima rather than a first-order jump.
The mean-field approximation neglects products of Ising spin deviations, replacing each Ising spin's neighbours by the common spin magnetization. With coordination number of a lattice , the effective field is . The self-consistency equation equates the assumed mean Ising spin with its independent-spin expectation in that effective field. It predicts and the usual quartic mean-field critical exponents, while neglecting spatially correlated fluctuations.
The mean-field approximation replaces each site's fluctuating surroundings by a self-consistent average. On a cubic lattice each spin has coordination number of a lattice , even though summing only over positive basis directions counts each bond once. Write and drop products of deviations. Each Ising bond becomes , so the approximate statistical Hamiltonian is
The constant corrects counting each bond twice. The resulting independent-spin partition function is , where . The one-spin probabilities give
Equating this average with the assumed gives
Here is assumed; a ferromagnetic order parameter is not the appropriate choice for an antiferromagnetic coupling. Put . For , at any , so only is possible. For , the function has positive slope at zero, is strictly concave on and is negative at . It therefore has exactly one positive zero and a spin-reversed negative zero. Expanding at the bifurcation gives
The transition is continuous, with order-parameter critical exponent . Stability can also be checked from the Bragg-Williams free energy of the Ising model per Ising spin:
Its derivative is , giving the same self-consistency equation. Near zero,
The quartic coefficient is positive at , the stable minima approach zero continuously, and the minimized free energy has no first-derivative jump. Thus mean-field approximation predicts a second-order transition at . This is the mean-field Ising critical bifurcation.
For short-range interactions, large dimension gives many neighbours and suppresses the relative fluctuations of their average. More quantitatively, Gaussian field theory fluctuations averaged over a correlation volume have variance of order , while the squared ordinary mean-field order parameter is of order . Their ratio is proportional to . The Ginzburg criterion therefore makes neglect of critical fluctuations asymptotically consistent above four dimensions, inconsistent below four, and marginal at four, where logarithms occur. Large dimension is a route to validity; sufficiently long-range or infinite-range interactions can also produce mean-field behaviour. In low-dimensional short-range systems even the existence and location of a transition can differ from this approximation.
A phase diagram partitions a space of control parameters into regions with distinct equilibrium phases. Its boundaries mark nonanalyticities of the thermodynamic-limit free energy; a first-order phase transition has a jump in a first derivative, whereas a continuous phase transition has a continuously vanishing order parameter and singular fluctuations.
An explicit three-parameter example is the scalar Landau free energy
with parameter axes . These can be realized locally by the temperature, single-ion anisotropy and magnetic field of the Blume–Capel model. The three dimensions here refer to control-parameter space, not necessarily to three spatial dimensions. At , minimizing this potential gives a continuous phase transition at for . For , coexistence occurs at , where
There are three global minima, and . Their order parameter jump decreases to zero as . Thus is a tricritical point. The two transition curves in the plane meet there.
In the three-dimensional phase diagram, crossing inside the ordered region switches between opposite signs of , so that region is itself a first-order phase transition sheet. For , two tricritical wings at opposite nonzero fields separate weakly and strongly magnetized phases. Their wing critical edges can be obtained rather than merely sketched: require . Since , the nonzero solutions satisfy
The fourth derivative there is , giving ordinary continuous critical endpoints. The wings meet the zero-field coexistence sheet along the tricritical three-phase line and terminate at these edges. Their exact tricritical wing coexistence factorization supplies the surfaces in the figure: for two nonnegative minima , set , and
Direct expansion gives , proving that these surfaces describe coexistence of global, not merely local, minima.
Figure 1.
Tricritical phase diagram of the sextic scalar free energy: first-order sheets, critical edges and the zero-field slice
. Details.
For the unheaded Ising model calculation, assume ferromagnetic exchange and let denote the mean Ising spin. On the hypercubic lattice the coordination number of a lattice is , even though the original positive-direction bond sum counts each bond only once. The mean-field approximation neglects products of deviations from :
There are bonds, so the approximate energy is . Each independent Ising spin therefore sees the effective field . With , averaging its two Boltzmann weights gives the self-consistency equation
The slope of its right side at zero is , where
Above , for excludes a nonzero solution. Below the initial slope exceeds one, and concavity of the hyperbolic tangent on the positive axis gives one positive solution and its negative partner. The Ising auxiliary mean-field free energy has positive quartic coefficient near , while its quadratic coefficient changes sign there. Its stable minima therefore move continuously away from zero; this is a continuous phase transition in the mean-field theory of the Ising model.
Put and . The Taylor expansion gives, on the nonzero branch,
Consequently and the mean-field order-parameter exponent is . The inverse-temperature symbol used above is distinct from this order-parameter critical exponent.
This is the Blume–Capel model. In the mean-field approximation, write and replace
Because every site has coordination number , the resulting energy is
The one-site partition function is therefore
With , the mean-field partition function is . Taking gives
Write the spin-one-half Heisenberg antiferromagnet as
on a bipartite lattice of coordination number . A one-spin density operator is , where is its Bloch vector and . In a two-sublattice product state,
The minimum is , attained by pure antiparallel Bloch vectors, so the minimizing product state is a Néel state. In the limit this mean-field approximation becomes exact and the ground-state energy per bond is therefore
The phrase “energy density” requires a coupling convention. For the unscaled Hamiltonian above, every site belongs to bonds and
which diverges as . With the standard Kac normalization
the finite energy density is
If the convention divides by the spatial dimension instead, the answer is per site. A Hamiltonian written with rather than multiplies all these energies by four.
The square lattice has coordination number of a lattice . The mean-field decoupling is
Accounting for the factor in the directed-neighbour sum gives the Hamiltonian in the mean-field approximation:
The constant term is necessary to correct the double counting of the interaction. Let . The one-site partition function is
so . The Helmholtz free energy is therefore
The equilibrium mean-field approximation is obtained by minimizing this expression over the allowed . The state supplies the extra in ; omitting it would instead describe the two-state Ising model. This is the Blume-Capel mean-field transition at zero single-ion anisotropy.
Let be the coordination number of a lattice, the number of nearest neighbours of each cell away from boundaries. Define an effective chemical potential incorporating the cell's translational entropy:
Use for an unordered nearest-neighbour bond, counted once. The occupation Hamiltonian including the chemical-potential term is
Under , one bond contributes
In a regular lattice with periodic boundary conditions, the number of bonds is , and each spin occurs in linear bond terms. Therefore
The pair sum equals one half of the ordered sum used in the paper. Consequently the effective field is
Thus is the Ising model partition sum, including the displayed spin-independent constant if its absolute normalization is required. Dropping that constant changes by a multiplicative factor but leaves spin probabilities and the phase-transition argument unchanged. For simple cubic cells in three dimensions, and the first term in is . Open boundaries replace by the local coordination near the surface; the stated uniform field is the bulk or periodic-lattice result.