Math Physics ML

The Ising Model

The Ising model is used to describe the behavior of interacting spins arranged on a crystalline lattice (in practice, often a square grid).
It consists of N spins arranged on a lattice, each of which has a state +1 or -1 (up or down) that can be flipped to the opposite state under the influence of neighboring spins or thermal excitation. This model, first proposed as a problem by Wilhelm Lenz to his student Ernst Ising in 1920, was in fact the onset of a very active topic of research in mathematical physics, with applications to the understanding of phase transitions.



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Grid Size:

Temperature = 100 K

Play

Update steps : 150

Modify the temperature to see the system undergo a phase transition.



Solving the Ising Model:

The one-dimensional Ising model was solved analytically by Ernst Ising in his 1924 Ph.D. thesis, where he discovered that this simple model does not exhibit a phase transition. However, the 2D version, solved analytically by Lars Onsager in 1944, shows a transition (can you find at which temperature in the simulation above ?).
We know that the three-dimensional model can also undergo a phase transition, but its complete analytical solution has not yet been found, and proving that such an analytical solution actually exists is still a current research topic (see this source). This model provides a simple, yet very powerful, explanation of transition behaviors in interacting-lattice systems, such as the Curie Temperature of demagnetization for ferromagnetic materials.

For theoretical details on the Ising model, see this introductory pdf on the one and two-dimensional case, these video lectures (in French) on the d-dimensional case by Hugo Duminil-Copin, and for even more details, this advanced course on the Ising and Pott models by the same author.