Math 2.0

Statistical mechanics, structure of matter Definition

Spin glass

Builds on Ising modelGibbs measureRandom variable

Definition

Let N≥2N \ge 2, and let ΣN={−1,+1}N\Sigma_N = \set{-1, +1}^N be the set of spin configurations σ=(σ1,…,σN)\sigma = (\sigma_1, \dots, \sigma_N). A spin glass model on ΣN\Sigma_N is given by:

  1. a family (Jij)1≤i<j≤N(J_{ij})_{1 \le i < j \le N} of independent real random variables, the couplings, each of which takes positive and negative values with positive probability;
  2. the random Hamiltonian HN(σ)=−∑i<jJijσiσjH_N(\sigma) = -\sum_{i < j} J_{ij} \sigma_i \sigma_j;
  3. for each inverse temperature β≥0\beta \ge 0 and each sample of the couplings, the Gibbs measure GN(σ)=e−βHN(σ)/ZNG_N(\sigma) = e^{-\beta H_N(\sigma)} / Z_N on ΣN\Sigma_N, where ZN=∑τ∈ΣNe−βHN(τ)Z_N = \sum_{\tau \in \Sigma_N} e^{-\beta H_N(\tau)}.

The couplings are quenched: they are fixed before the thermal average over σ\sigma is taken. The main quantity is the quenched free energy FN(β)=1N𝔼log⁡ZNF_N(\beta) = \frac{1}{N} \mathbb{E} \log Z_N, where 𝔼\mathbb{E} is the expectation over the couplings.

Remarks

Example: the Sherrington–Kirkpatrick model takes Jij=gij/NJ_{ij} = g_{ij} / \sqrt{N} with gijg_{ij} independent standard Gaussian variables. A Gaussian variable is positive and negative with probability 1/21/2 each, so clause 1 holds.

Non-example: the ferromagnetic Ising model with all Jij=J>0J_{ij} = J > 0 fails clause 1, since no coupling is ever negative. Its ground states are the two constant configurations, and there is no frustration.

Many models restrict the couplings to the edges of a graph, as in the Edwards–Anderson model on ℤd\Z^d; then Jij=0J_{ij} = 0 for the other pairs.

Reading path

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  1. Gibbs measure concept
  2. Ising model example
  3. Random variable concept
  4. Spin glass definition

Further reading

  1. Web https://en.wikipedia.org/wiki/Spin_glass
About this page
Tag8B0RRRW08V
URIm2://8B0RRRW08V
Kinddefinition
WritingW0 stub
MSC82B44, 82D30, 60K35
DefinesSpin glass
UsesIsing model, Gibbs measure, Random variable
Changed3 November 2026

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