Exact solutions of the Ising model are possible in 1 and 2 dimensions and can be used to calculate the exact critical exponents for the two corresponding universality classes.
In one dimension, the Ising Hamiltonian becomes:
which corresponds to N spins on a line. We will impose
periodic boundary conditions on the spins so that
.
Thus, the topology of the spin space is that of a circle. Finally, let all
sites be equivalent, so that
. Then,
The partition function is then
In order to carry out the spin sum, let us define a matrix P with matrix elements:
The matrix P is called the transfer matrix. Thus, the matrix P is a 2
2 matrix given by
so that the partition function becomes
A simple way to carry out the trace is diagonalize the matrix,
.
From
the eigenvalues can be seen to be
where
corresponds to the choice of + in the eigenvalue expression,
etc.
The trace of the
is then
We will be interested in the thermodynamic limit. Note that
for any h, so that as
,
dominates over
. Thus, in this limit,
the partition function has the single term:
Thus, the free energy per spin becomes
and the magnetization becomes
which, as
, since
and
, itself vanishes. Thus,
there is no magnetization at any finite temperature in one dimension,
hence no nontrivial critical point.
While the one-dimensional Ising model is a relatively simple problem to solve, the two-dimensional Ising model is highly nontrivial. It was only the pure mathematical genius of Lars Onsager that was able to find an analytical solution to the two-dimensional Ising model. This, then, gives an exact set of critical exponents for the d=2, n=1 universality class. To date, the three-dimensional Ising model remains unsolved.
Here, the Onsager solution will be outlined only and the results stated. Consider a two-dimension spin-lattice as shown below:
The Hamiltonian can be written as
where the spins are now indexed by two indices corresponding to a point on the 2-dimensional lattice. Introduce a shorthand notation for H:
where
and
is defined to be a set of spins in a particular column:
Then, define a transfer matrix P, with matrix elements:
which is a
matrix. The partition function will be given by
and, like, in the one-dimensional case, the largest eigenvalue of P is sought. This is the nontrivial problem that is worked out in 20 pages in Huang's book.
In the thermodynamic limit, the final result at zero field is:
where
The energy per spin is
where
The magnetization, then, becomes
for
and 0 for
, indicating the presence of an order-disorder
phase transition at zero field. The condition for determining the
critical temperature at which this phase transition occurs turns out to be
Near
, the heat capacity per spin is given by
Thus, the heat capacity can be seen to diverge logarithmically
as
.
The critical exponents computed from the Onsager solution are
which are a set of exact exponents for the d=2, n=1 universality class.