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 as a function of , 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 self-consistently. The key insight is that the transition from ordered (magnetized) to disordered (paramagnetic) phases happens at a critical temperature that depends on lattice dimension and coordination number—for a 2D square lattice, this occurs around . Plotting versus 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 self-consistently. The key insight is that the transition from ordered (magnetized) to disordered (paramagnetic) phases happens at a critical temperature that depends on lattice dimension and coordination number—for a 2D square lattice, this occurs around . Plotting versus reveals the characteristic S-shaped curve with a sharp drop at criticality, showing how thermal fluctuations destroy long-range order.