Ising model Created 2026-09-24 Updated 2026-10-18
The Ising model is a spin model with an Ising spin at every graph vertex . For a finite graph with vertex set and edge set , a uniform coupling and field parameter give the Hamiltonian
Each edge is counted once. Here is temperature, is the Boltzmann constant, and is inverse temperature; and have units of energy. For magnetic applications, includes the magnetic moment multiplying the applied magnetic field. The canonical ensemble assigns the Boltzmann distribution
The partition function makes the probabilities sum to one. Positive rewards equal neighboring Ising spins, modeling ferromagnetism; negative rewards opposite neighbors, giving an antiferromagnetic Ising model. Positive rewards , while negative rewards .[ref]
A single local rule can organize a whole graph: rewarding agreement on each edge makes all-equal Ising spin patterns favorable even though no edge directly couples distant vertices. The four-spin Ising ring makes this visible with only sixteen microstates. It also separates three different questions: whether neighbors agree, whether the mean spin magnetization is nonzero, and how large its thermal fluctuations are.
A motivating experiment is the University of Colorado Boulder's Curie-temperature demonstration. An iron rod suspended from a twisting wire on a stand is initially held near a permanent magnet by ferromagnetism. A gas burner supplied from a propane cylinder heats the rod; the readout is its motion away from the magnet, followed by return as it cools. Repeated cooling supplies a reversible comparison on the same sample. The source explicitly calls for heating the rod while keeping the magnet cool, since heating the magnet can reduce its strength. The inference is that warming the sample weakens its magnetic attraction across the Curie temperature. This is a qualitative force readout, with no calibrated temperature or magnetization trace supplied: it motivates competition between alignment and thermal fluctuations, but does not identify , measure individual Ising spins, or realize a four-spin Ising ring.[ref]
Ernst Ising's 1925 paper examined a linear chain of two-orientation magnetic elements with neighboring interactions. In its calculation for a large chain, the zero-field mean magnetization vanishes and the model has no spontaneous magnetization. The inspected English translation states this immediately after equation (8) in §2. This historical result concerns the chain; it does not establish the behavior of a two-dimensional Ising model.[ref]
The Ising ring bond correlation is the neighboring two-point correlation function in the four-spin Ising ring. All four edges are equivalent. At zero field each mean Ising spin is zero by spin inversion symmetry, so also equals the connected correlation function. Agreement gives bond product and disagreement ; thus .
Differentiating the finite partition function with respect to inserts the sum of four bond products. Therefore
Here is internal energy. At , the class-weight calculation gives and . The agreement probability for a selected bond is , despite the exactly zero mean spin magnetization.
A second derivative gives the energy variance, and hence the heat capacity at fixed and :
To see the variance identity directly, a derivative of an expected value under weights inserts , where . The factor follows from . At the same exact example, . The heat capacity vanishes both as and as : at high temperature its dimensionless factor vanishes, while at low temperature excited microstates become exponentially rare.
Define the instantaneous spin magnetization . Global reversal sends to without changing the zero-field energy. Pairing every microstate with its reversed partner proves at every positive temperature, even when almost all probability lies on the two fully aligned patterns. A vanishing mean does not imply weak alignment: the limiting probability distribution is half at and half at .
The Ising ring magnetization fluctuations measure this distinction through variance. In the class, both patterns have . Among the patterns, eight have and four have ; the two patterns also have . Consequently
It equals at , approaches for four independent fair Ising spins at , and approaches as . Unlike the energy variance, the spin magnetization variance remains large in the low-temperature symmetric mixture.
Figure 1.
Exact bond correlation, magnetization variance and heat capacity of the four-spin Ising ring
. Original exact finite-ring calculations at and , plotted against ; increasing means cooling at fixed . The marked point has , Ising ring bond correlation and spin magnetization variance . These smooth curves are model predictions. Details.
The same thermal fluctuation controls the field response. Allow to vary before setting it to zero; differentiating the Boltzmann distribution inserts , giving
This is a spin-normalized magnetic susceptibility with respect to the energy-valued parameter ; conversion to physical magnetization and magnetic field requires the magnetic moment and sample volume factors.
For finite , is a finite positive sum of exponential functions. Its free energy is a real analytic function for , so the smooth heat capacity peak here is not a critical phase transition. Spontaneous magnetization concerns the order of limits: first a thermodynamic limit, then removal of a symmetry-breaking field. The four-spin Ising ring alone establishes neither that limit nor any two-dimensional Ising model result.[ref]