An Introduction to Thermal Physics · Problem 8.20

Systems of Interacting Particles — Daniel Schroeder

Physics — Statistical Mechanics · ising-model-mean-field-plot

Problem

Use a computer to plot sˉ\bar{s} as a function of kT/ϵkT/\epsilon, as predicted by mean field theory, for a two-dimensional Ising model (with a square lattice).
Intuitive explanation

Mean field theory replaces the complex interactions in an Ising model with an effective average field, letting you solve for magnetization sˉ\bar{s} self-consistently. The key insight is that the transition from ordered (magnetized) to disordered (paramagnetic) phases happens at a critical temperature kTc/ϵkT_c/\epsilon that depends on lattice dimension and coordination number—for a 2D square lattice, this occurs around kTc/ϵ≈2kT_c/\epsilon \approx 2. Plotting sˉ\bar{s} versus kT/ϵkT/\epsilon reveals the characteristic S-shaped curve with a sharp drop at criticality, showing how thermal fluctuations destroy long-range order.

Intuitive explanation

Mean field theory replaces the complex interactions in an Ising model with an effective average field, letting you solve for magnetization sˉ\bar{s} self-consistently. The key insight is that the transition from ordered (magnetized) to disordered (paramagnetic) phases happens at a critical temperature kTc/ϵkT_c/\epsilon that depends on lattice dimension and coordination number—for a 2D square lattice, this occurs around kTc/ϵ≈2kT_c/\epsilon \approx 2. Plotting sˉ\bar{s} versus kT/ϵkT/\epsilon reveals the characteristic S-shaped curve with a sharp drop at criticality, showing how thermal fluctuations destroy long-range order.

Related theory

Browse the problem library