Mean-field theory 2026-10-13
Mean-field theory replaces fluctuating interactions with a self-consistent average field. For example, an Ising spin feels a field determined by the average neighboring spin magnetization; a self-consistency equation approximates the interacting Ising model. Neglecting correlated fluctuations can fail near a continuous phase transition. The mean-field approximation in Landau theory is a particular use of this general framework.
Past exam of the mathematics course of the University of Cambridge 2003 iii Paper 46 1 b Solution Created 2026-10-03 Updated 2026-10-14
The uniform stationarity equation and local stability condition areFor , , and small negative , the stable nonzero solution satisfies . Thus the order parameter vanishes continuously as . The equilibrium Landau free energy has leading singular contribution below the transition and zero above it. Its first thermal derivative is continuous, while its second derivative has a finite jump: the mean-field approximation predicts a continuous phase transition with no latent heat. The magnetic susceptibility follows by differentiating the stationarity equation:It diverges on approaching the ordinary thermodynamic critical point, and the quadratic Landau scalar correlation length behaves as , with a different amplitude on the two sides.
For , a nonzero stationary point at has . Substitution into gives . Setting this to zero yieldsThe finite jump of makes this a first-order phase transition. For a thermal path with and the other coefficients fixed, jumps, giving an entropy discontinuity and nonzero latent heat. The Landau free energy itself remains continuous. The disordered minimum loses stability at ; the two nonzero stationary solutions merge at . These spinodal points bound metastability, but neither replaces the equilibrium phase coexistence condition.
Writing with near an ordinary thermodynamic critical point, the zero-field equation gives . At , small obeys , hence . The ordinary mean-field critical exponents are therefore and . These are Landau theory predictions, not dimension-independent values for an interacting theory below its upper critical dimension.
Past exam of the mathematics course of the University of Cambridge 2004 iii Paper 46 1 b Solution Created 2026-10-03 Updated 2026-10-14
A continuous phase transition has a continuously vanishing order parameter and no latent heat. A first-order phase transition exchanges globally stable phases with discontinuous first derivatives of a thermodynamic potential; the order parameter generally jumps, and an entropy jump gives latent heat. In Landau theory the distinction is determined by global minima, not just by the appearance of additional stationary points.
For the uniform scalar potential with and , its stationary equation is . For , is the minimum; for , the minima are . They approach zero continuously as , giving an ordinary continuous transition.
For and , use the sextic potential. Write . Stationarity of a nonzero phase requires , while equality of its potential with requires . Eliminating yieldsAt this value the potential factors as , proving that the three stationary zeros really are degenerate global minima. Crossing this line makes the order parameter jump: the transition is first order. The disordered and ordered spinodal points instead occur at and respectively, delimiting metastability; these are not the equilibrium transition. If the symmetry allows a cubic term, that term can also produce a first-order transition.
Past exam of the mathematics course of the University of Cambridge 2004 iii Paper 46 1 d Solution Created 2026-10-03 Updated 2026-10-14
Critical exponents describe leading singular powers near a continuous phase transition. For reduced temperature , common definitions are the spontaneous order parameter , magnetic susceptibility , singular heat capacity , correlation length , and the critical equation of state . At criticality the connected correlation function has decay power .
In Landau theory, solve the stationary equation, evaluate its stable minimum, and differentiate with respect to the conjugate variables. For a scalar quartic theory with , , the equation of state is . Its ordered solution and differentiated response give and , calculated explicitly in the unheaded solution below. At the same equation gives . The minimized zero-field singular potential is zero above the transition and below, giving a heat-capacity jump and . Expanding the gradient functional about a stable minimum gives inverse quadratic response , so and the Gaussian critical decay has .
These are mean-field critical exponents. Renormalization group methods obtain fluctuation-corrected powers from fixed-point scaling dimensions; they need not equal the Landau values below the upper critical dimension. At a marginal dimension logarithms can supplement the leading powers.
Past exam of the mathematics course of the University of Cambridge 2006 iii Paper 51 3 Solution Created 2026-10-03 Updated 2026-10-14
A partition function sums the Boltzmann weights of all states: for discrete states, or the corresponding integral for continuous fields. It normalizes equilibrium probabilities. Its physical Helmholtz free energy is , and its free-energy density is . With a momentum ultraviolet cutoff , a scalar-field example isThe normalization of the functional measure and field-independent energy terms must be tracked when discussing absolute free energy.
Choose a smaller cutoff and split the field into retained modes with and eliminated modes with . Define the Wilsonian coarse-grained statistical Hamiltonian bySubstitution into the partition function proves for every intermediate cutoff. A source retained in this definition similarly preserves long-wavelength connected correlation functions and response. Thus the coefficients in a Hamiltonian density must run with : the dependence induced by eliminated modes compensates the dependence of the remaining field integral. Holding the original bare coefficients fixed while changing the cutoff would generally change the system. Exact integration generates all interactions allowed by symmetry, including higher powers, derivative terms and an additive constant; a local derivative expansion or a truncation to a few couplings is an extra approximation.
Cutoff independence makes arbitrary intermediate coarse-graining scales unphysical. It allows calculations at the scale of the observable, avoids repeatedly resolving irrelevant short-distance details and exposes the renormalization-group fixed points responsible for universality. A microscopic cutoff, such as a Bravais lattice spacing, can still label a physical microscopic model; taking it to infinity as a continuum limit requires tuning appropriate bare couplings. This is distinct from lowering an intermediate Wilsonian cutoff in a fixed model.
To interpret the zero-cutoff limit, define , the spatially uniform mode of the order parameter. Keep this mode fixed and integrate the others, rather than integrating over too. Write , with , and define the constrained order-parameter free energy byIn a finite periodic box, once is below the smallest nonzero momentum, all nonconstant modes have been eliminated. The remaining effective energy is , so its defining integral is exactly . Therefore, with consistent normalization,When denotes this uniform effective Hamiltonian density, this is the stated identification of with its zero-cutoff limit. It requires a free-energy density constrained at fixed , not the unconstrained extensive free energy; all integrated fluctuations and additive constants are included, the zero mode in field theory is retained, and a density for the uniform configuration is well defined. The finite-volume argument avoids an interchange of the thermodynamic and cutoff limits without justification. On a homogeneous pure-phase branch one may use a local potential description, while a thermodynamic limit allowing phase separation can convexify the constrained potential. A bare nonconvex Landau polynomial is accordingly a homogeneous-branch approximation, not a claim that the exact equilibrium Legendre potential stays nonconvex.
In a field , the remaining integral is , up to the consistently chosen zero-mode measure. The thermodynamic saddle then gives and selects the equilibrium magnetization. Landau theory assumes that the relevant uniform potential can be approximated by a regular analytic expansion in , with symmetry-constrained coefficients, and minimizes it. At tree level the integrated fluctuations are neglected, recovering the familiar bare polynomial. With fluctuations retained, the coefficients run and can become singular near criticality; the zero-cutoff identification of constrained free energy alone does not justify mean-field critical exponents.
For an ordinary short-range scalar thermodynamic critical point, the leading interaction is quartic. Absorb inverse temperature and the gradient coefficient into field normalization and writeScale and to leave the gradient term invariant. The quartic term changes to , so its engineering scaling exponent is . It is irrelevant at the Gaussian fixed point for , relevant for , and marginal for . HenceThe loop expansion makes the breakdown concrete. A quartic-vertex correction is proportional to , whereFor , rescaling gives , diverging as . At , radial integration giveswhich is logarithmically divergent. Above four dimensions its infrared limit is finite; the leading cutoff-dependent constant can be absorbed into a coupling renormalization. The effective expansion parameter is thus of order below four, or at four, since . It eventually becomes large for any fixed bare interaction in the lower-dimensional critical limit, defeating the uncorrected mean-field expansion. The Ginzburg criterion gives the same threshold by comparing correlation-volume fluctuations with the squared mean order parameter.
Below four dimensions an interacting renormalization-group fixed point can replace the Gaussian fixed point and change critical exponents, provided a continuous transition exists. At four dimensions the interaction is marginal and produces logarithmic corrections: the leading power exponents can remain their mean-field values, so “breakdown” there means that pure mean-field power laws omit those corrections, rather than necessarily that every power exponent changes. Above four the stabilizing quartic interaction is dangerously irrelevant for the ordered phase, explaining why mean-field thermodynamic exponents need not obey naive hyperscaling with the spatial dimension.
Past exam of the mathematics course of the University of Cambridge 2012 iii Paper 49 1 iii Solution Created 2026-10-03 Updated 2026-10-07
A universality class groups systems with the same long-distance renormalization-group fixed point, despite different microscopic interactions. Spatial dimension, order-parameter symmetry, interaction range and additional soft modes matter; microscopic lattice spacing or a change in a short-range coupling usually does not change the critical exponents. Irrelevant microscopic distinctions decay under renormalization-group flow.
For example, a three-dimensional short-range Ising model and a simple-fluid liquid–gas critical endpoint share the scalar Ising universality class. The fluid density deviation plays the role of the order parameter, with appropriately mixed thermal and field-like control variables. Their critical temperatures and dimensional amplitudes differ, but critical powers and suitable dimensionless amplitude ratios agree. Landau theory predicts a common set of mean-field critical exponents; fluctuations can replace these values below the upper critical dimension. Universality concerns the long-distance singular behavior, not equality of microscopic parameters.
Past exam of the mathematics course of the University of Cambridge 2012 iii Paper 49 1 Solution 2026-10-07
At the tricritical point, tune , hold , and let cross zero. The equation of state becomes . At , , while the inverse susceptibility on the ordered branch is . On the disordered side it is . At , . Therefore , and .
The minimized singular free-energy density isTwo temperature derivatives give a singular heat capacity proportional to on the ordered side. Consequently the mean-field tricritical exponent calculation givesThe displayed scaling relations for critical exponents hold numerically:These are Landau theory values with both relevant coefficients tuned: along a generic path with fixed , the asymptotic transition is ordinary rather than tricritical. The sextic upper critical dimension is three, so fluctuations can change the powers below three dimensions, and logarithmic corrections are possible at three. The vanishing disordered mean-field singular amplitude does not invalidate the ordered-side exponent.
Past exam of the mathematics course of the University of Cambridge 2012 iii Paper 49 3 Solution Created 2026-10-03 Updated 2026-10-07
Take a positive gradient coefficient , a positive squared mass, a finite-volume regulator and an ultraviolet cutoff. Use the dimensionless statistical action convention : inverse temperature is absorbed into the coefficients. If denotes dimensional energy instead, the exponent below gains a factor and the covariance gains . These conventions cannot be mixed.
Choose the Fourier transform conventionIntegration of the quadratic gradient and source terms givesComplete the square with . Translation of the regulated real Gaussian variables leaves their measure unchanged, so the Gaussian integral givesHere is the source-free Gaussian partition function. For independent regulated real coordinates and a positive quadratic matrix , it is under Lebesgue normalization. The continuum determinant needs the stated regulator and a measure convention. Reality pairs the nonzero Fourier modes, so they must not be counted as two independent real fields.
A connected correlation function subtracts the product of the means. The logarithm generates its cumulants: differentiating twice with respect to the source, using the measure in the functional derivative convention, yieldsThe source changes the mean but not the covariance; the stated zero-source limit therefore follows immediately. Momentum conservation uses , appropriate for a real field without complex conjugation on either displayed factor.
For the continuum massive Gaussian field correlation tail, set and . Fourier inversion givesThe large-argument Modified Bessel function of the second kind has . Hence is proportional to at large distance andAt zero mass the exponential length diverges. For the critical continuum tail is algebraic, ; in lower dimensions infrared regulation needs additional care.
For a uniform source , perform a momentum-shell renormalization group step: separate slow modes and fast modes . In a Gaussian field theory they decouple; the uniform source couples only to the retained zero mode. Integrating fast modes contributes only a field-independent determinant to the free energy. Restore the cutoff by , andThe factors from the measure, gradient and two fields cancel in the gradient term. The mass term gains , and the linear source gains . ThereforeHere is the positive mass; for signed thermal coordinates it is the squared-mass relation that applies. The Gaussian fixed point has thermal scaling eigenvalue , source eigenvalue and zero anomalous dimension.
Under the formal homogeneous Gaussian scaling hypothesis, substitution of those eigenvalues givesThe last two values are independently visible in and , agreeing with Landau-Ginzburg theory. The specific-heat power follows directly from the determinant: after two thermal derivatives its singular contribution is proportional toThe change of variables proves this power because the rescaled integral converges at large exactly when . The two-dimensional free energy itself has a resonance, while its second derivative still has the indicated power.
The printed magnetization exponent is a formal Gaussian scaling index, not a proved ordered-phase law of the purely quadratic model. The ordered-phase obstruction in a Gaussian scalar model is explicit: the uniform field has energy density . At it tends to as , and the partition function diverges. For , the mean is and tends to zero as , so there is no spontaneously ordered branch. Thus no literal for can be established from this Statistical Hamiltonian alone. The value follows from the scaling dimension of the field if one assumes such a branch; for its nonpositive value further warns against that interpretation. Adding a stabilizing quartic interaction defines an ordered phase, but below four dimensions that interaction is relevant and generally leads to the Wilson-Fisher fixed point, not these Gaussian thermodynamic powers.
For the Gaussian specific-heat infrared threshold, at the same determinant integral grows like , so as a power exponent, with a logarithmic divergence. For , it has a finite cutoff-dependent limit; the leading heat capacity is a regular constant and has no divergent power, again described by in the requested convention. After subtraction of this background the Gaussian singular term can still have the negative power index ; it is not correct to erase that distinction. In a stable quartic Landau-Ginzburg theory above four dimensions, the quartic coefficient is a dangerously irrelevant coupling: it is needed for the ordered phase and contributes , giving the mean-field specific-heat jump and while invalidating naive hyperscaling relation. At four dimensions, marginal interactions can add further logarithmic corrections. The agreement with Landau theory is in the leading heat-capacity power; it does not assert the absence of logarithms or supply a missing stable Gaussian ordered phase.
Past exam of the mathematics course of the University of Cambridge 2016 iii Paper 303 3 a Solution Created 2026-10-03 Updated 2026-10-06
The statistical Hamiltonian in this question is already in thermal units, as indicated by without an additional . Define and . The mean field and its linear response areThese are functional derivatives of the connected generating functional; the subtraction defines the connected correlation function. In the Landau approximation, neglect loop corrections and evaluate the field integral at a stable saddle . It satisfies the Euler-Lagrange equationThis follows by varying the gradient term and integrating by parts, with periodic, decaying, or otherwise appropriate boundary conditions.
The two requested free energy functionals, following the source and Legendre conventions of the question, areIn the scalar-field source Legendre transform on the chosen stable branch, is chosen to produce , and . Thus the imposed-source Helmholtz free energy and the fixed-order-parameter Gibbs free energy have the appropriate opposite source derivatives. These names are used in the question's magnetic-ensemble convention; the defining sign relation is what fixes the calculation. At leading Landau approximation there is no fluctuation-determinant term in .
Differentiate the saddle equation with respect to . The response obeysThereforeEquivalently, the inverse Hessian relation for a connected two-point function states that is the inverse kernel of . The factor follows from twice differentiating the quartic term ; it is not . This tree-level connected response is obtained by varying the saddle. It does not require replacing the exact connected correlator by a product of the saddle values, which would incorrectly give zero.
For the requested single-momentum formula, assume a homogeneous source and a translationally invariant equilibrium phase, so and . SetThe Fourier transform with the printed positive sign sends to , while the Dirac delta function transforms to one. Hence the Ornstein--Zernike correlation function hasThe inverse convention is . For general inhomogeneous , has nonconstant coefficients and depends separately on its two positions; the displayed momentum-diagonal formula then does not follow. The preceding differential equation still holds in that case.
At zero source and for , the homogeneous saddle is for , and on either selected stable ordered branch for . Thus the Landau scalar correlation length isIn the ordered phase the negative bare quadratic coefficient is compensated by the positive curvature at the nonzero saddle. Retaining below the transition would instead give an unstable kernel and is not a physical correlation length. With the usual analytic thermal tuning , , both branches diverge as , so the correlation-length critical exponent isThe high-temperature amplitude is times the low-temperature amplitude for the same . This statement is within Landau theory; fluctuations can change critical behavior outside the mean-field regime.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 303 1 a Solution Created 2026-10-03 Updated 2026-10-05
In the Landau theory approximation, choose the global minimum of the Landau free energy as a function of the magnetization. Since , the polynomial is a coercive function and a global minimum exists. The candidates are stationary points satisfyingCheck their values of the free-energy density; a stationary point or a metastable local minimum alone need not be the equilibrium state. Positive curvature ensures local stability; when it vanishes, higher terms must be checked. The selected global minimum is the equilibrium magnetization within this approximation.
At zero magnetic field, equal opposite minima describe distinct phases exhibiting spontaneous symmetry breaking. A spontaneous magnetization is obtained by taking the thermodynamic limit before or . A symmetric finite-volume average can instead have zero expectation even when the minima are nonzero. Thus one must specify the phase when interpreting the minimizer as the equilibrium expectation.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 303 1 c Solution Created 2026-10-03 Updated 2026-10-05
These are mean-field critical exponents at a tricritical point. Hold the other control at its tricritical value and take the coefficients to be real analytic functions of temperature along a thermal approach with , , , and or . At fixed tricritical , a generic real analytic temperature path with nonzero thermal slope has and meets the last condition. Paths tangent to a scaling direction can have different apparent temperature powers.
At zero field on the ordered side with , stationarity gives ; under the more general approach , this relation holds to leading order. Thus the order-parameter critical exponent isFor the zero-quartic representative, putting this minimum into the Landau free energy gives the singular order-parameter contribution (and the leading asymptotic contribution under the stated negligible-quartic approach)Using at fixed other control yields , specifically to leading order. HenceThis heat-capacity critical exponent refers to the nonzero ordered-side singular amplitude; in this mean-field approximation to Landau theory, the disordered global minimum contributes zero singular free energy, while any regular background remains. Fluctuation corrections lie outside the present approximation.
In the disordered phase, differentiating the equation of state at gives the magnetic susceptibility . On the ordered branch its curvature is , so . Both give the magnetic-susceptibility critical exponentAt the tricritical temperature with both lower coefficients zero, , so and the critical-isotherm exponent isThe Widom scaling relation and Rushbrooke scaling relation both check these powers. Their validity here is a mean-field conclusion, not a claim that fluctuations in every spatial dimension preserve them.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 303 1 f Solution 2026-10-05
On a tricritical thermal path, the quartic scaling variable tends to zero, and at zero field . On the ordered side the tricritical crossover scaling function tends to . Consequentlyprovided the quadratic coefficient has a nonzero thermal slope and the sextic coefficient has a finite positive limit. Since the heat-capacity critical exponent satisfies ,Equivalently, twice differentiating this ordered-side free-energy density produces the singularity. The scaling path and branch qualifications are the same as for the direct Landau theory calculation: a nonzero fixed positive quartic coefficient would instead send and yield the ordinary transition of part (e).
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 344 3 a Solution Created 2026-10-03 Updated 2026-10-05
Take for a stable quartic Landau free energy. The cubic-term removal in a conserved quartic Landau free energy uses and gives, apart from a constant,For a closed binary fluid mixture, the compositional order parameter has fixed integral. Adding therefore adds the same constant to every allowed state. Equivalently, in the common-tangent construction for phase coexistence, a linear term changes the tangent slope, hence the chemical potential, by , but leaves the coexistence compositions unchanged. This is why linear composition bias leaves coexistence compositions unchanged; it would not mean an unchanged composition at a fixed externally imposed chemical potential.
In the shifted variable, the binodal compositions are for . They merge atThe continuous phase transition therefore has the same scalar quartic Landau theory as the symmetric binary fluid mixture, with a shifted critical composition and control parameter. In the mean-field approximation, the composition difference vanishes with order-parameter critical exponent . This argument presumes the critical composition lies in the physically accessible composition range; conservation affects the dynamics, not this static phase coexistence construction.
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 344 3 e Solution Created 2026-10-03 Updated 2026-10-05
Within this analytic quartic Landau theory, equilibrium of a nonconserved scalar order parameter requires . At a continuous phase transition, its restoring curvature vanishes, so . A nonzero would leave a cubic leading term in the Taylor expansion about that state and prevent it from being a local minimum. Thus a stable critical endpoint of a quartic Landau free energy requires all three derivatives to vanish, with . The condition alone can instead identify a spinodal point.
For , , the successive equations areThey giveAt these values, the free energy is exactly , proving stability. With no electric field, , so necessarily , followed by .
For and , the electric-field coupling to nematic order supplies the required negative atTuning the quadratic coefficient to simultaneously reaches the field-induced critical endpoint of the isotropic-nematic transition. The PDF's in the last clause is undefined; it is interpreted here as the previously defined . The endpoint is a prediction of the stable quartic, small-field mean-field approximation; higher-order terms or a field beyond the expansion's validity can shift it.
Past exam of the mathematics course of the University of Cambridge 2019 ii Paper 4 34D i Solution Created 2026-09-24 Updated 2026-10-03
Landau theory represents the appropriate thermodynamic potential as an analytic function of a small order parameter, retaining every low-order term allowed by the system's symmetry. At fixed control parameters, the equilibrium phase is the global minimum of the Landau free energy; local minima describe metastable phases. A continuous phase transition occurs when a minimum changes continuously and loses stability, whereas a first-order phase transition occurs when distinct minima exchange global stability.
Forthe stationary points satisfyIf , is the unique minimum. If , is a maximum and the two degenerate minima areThus the reflection symmetry is spontaneously broken below , and
Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 303 1 a Solution 2026-09-28
Landau theory treats the order parameter as spatially uniform and expands the free-energy density in powers allowed by its symmetries. The Landau-Ginzburg theory promotes it to a field and adds gradient terms such as . It therefore describes spatial fluctuations, interfaces, defects, and correlation lengths, while reducing to Landau theory for uniform fields.
Past exam of the mathematics course of the University of Cambridge 2026 iii Paper 303 1 a i Solution Created 2026-09-24 Updated 2026-09-25
Write . Analyticity gives with and . For , minimization gives , so . At the minima,Two temperature derivatives give a finite heat-capacity jump, hence . This is the ordinary mean-field transition of Landau theory.