Assume short-range ferromagnetic exchange and zero external field. In the one-dimensional Ising model, a domain wall costs only , independent of the lengths of the domains it separates. There are order- positions for one wall, so its positional entropy offsets any finite energy cost at nonzero temperature as the system grows. Domain walls consequently have a positive density at every , destroying a uniform spontaneous spin magnetization. Periodic boundaries require an even number of walls, but that constraint does not remove their nonzero thermodynamic-limit density.
The One-dimensional Ising correlation function makes this argument explicit. A bond is broken with probability , and the infinite-chain correlation is
The dominant eigenvalue of the transfer matrix for the one-dimensional Ising model is , so the free energy per spin is analytic for . There is no finite-temperature transition in one dimension; only the zero-temperature limit orders.
In two dimensions a reversed cluster is enclosed by a Peierls contour. A contour of length costs , while the number of such contours surrounding a fixed site grows at most as a polynomial in times : after the initial edge, a nonbacktracking square-lattice walk has at most three choices per step. With plus boundary conditions, flipping the interior of a specified contour yields the Boltzmann suppression . Therefore
For sufficiently low temperature this bound is below , giving a positive spontaneous magnetization. This is the energy-entropy mechanism of the Peierls argument.
At sufficiently high temperature, the graphical expansion bounds correlations by sums of connecting paths weighted by . The same nonbacktracking count converges geometrically when , giving exponential decay and a disordered phase. Since an ordered low-temperature phase and a disordered high-temperature phase both occur, the two-dimensional model has a finite-temperature phase transition. The argument establishes its existence and the dimensional distinction, not the exact value of its critical temperature.
At ,
with eigenvalues and . Diagonalizing gives
Substitution in part (i), together with , gives
Since , the required One-dimensional Ising correlation function is
Order the sites as . Expressing spins through independent bond variables gives the One-dimensional Ising correlation function
If the minimum pairwise separation tends to infinity, both displayed gaps tend to infinity. Since , the expectation tends to zero.