Past exam of the mathematics course of the University of Cambridge 2016 iii Paper 303 1 a Solution Created 2026-10-03 Updated 2026-10-06
Use inverse temperature , reserving without a subscript for the critical exponent. Write ; each undirected bond occurs once, so the number of bonds is . In the mean-field theory of the Ising model, write each Ising spin as and neglect the product of fluctuations:The resulting independent-spin statistical Hamiltonian isThe constant corrects the double counting of interaction energy. The Ising spin sums now factorize and can all be evaluated:This is the approximate partition function at an assumed mean field; equilibrium fixes self-consistently. The corresponding Ising auxiliary mean-field free energy isIts equilibrium value gives the mean-field Helmholtz free energy in the imposed field. Away from a stationary point its parameter is an assumed field variable, not necessarily the actual mean Ising spin of that independent-spin distribution.
For the full small- expansion at fixed , set and . Differentiating gives successive derivatives , , , and at . ThereforeAt zero field, spin inversion symmetry eliminates odd powers and this simplifies toThe quadratic coefficient changes sign and the quartic coefficient is positive atThus the zero-field mean-field prediction is a continuous, continuous phase transition: the stable zero spin magnetization develops two symmetry-related nonzero minima continuously below .
Both requested routes give the same mean-field self-consistency equation. First, the one-spin expectation in the effective field isSecond, differentiating the Ising auxiliary mean-field free energy giveswhose stationary condition is precisely that mean-field self-consistency equation. Choose its stable, lowest-free-energy branch rather than every algebraic solution.
An equally useful mean-field approximation parametrizes the trial distribution by its actual mean Ising spin. Its probabilities are , giving the Bragg-Williams free energy of the Ising modelThis energy-minus-entropy function has expansionIts stationary equation is , again equivalent to the mean-field self-consistency equation. The two functions differ away from equilibrium, but agree on stationary branches: for and , the entropy bracket equals . Their small- coefficients therefore need not agree at arbitrary temperature; at they have the same leading critical quartic coefficient . This distinction prevents confusing the auxiliary-field expansion with the physical-magnetization variational expansion.
For the order-parameter critical exponent, expand the equation of state at :On a nonzero stable branch,Hence . The spontaneous magnetization is understood by selecting a branch with an infinitesimal field after the thermodynamic limit; a finite symmetric sample has zero exact zero-field mean Ising spin.
For the magnetic susceptibility per site, define with in energy units. Implicit differentiation givesAbove , and . Below , evaluated on a selected ordered branch, the expansion of gives . Thus the magnetic-susceptibility critical exponent is on both sides, with different amplitudes. At , the equation of state becomesso the critical-isotherm exponent is . These are mean-field critical exponents, not a claim that neglecting fluctuations gives the exact Ising transition in every dimension.