The rotation from the Cauchy-Riemann equations is invertible. HenceThus their stationary points coincide, including degenerate ones.
The Cauchy-Riemann equations give . ThereforeThe gradient is normal to a regular level set, so these curves intersect orthogonally wherever their gradients are nonzero. At a stationary point, where both gradients vanish, a regular curve tangent need not exist; the algebraic identity remains valid.
For a harmonic function, put and . Since , its Hessian matrix isA nonzero determinant is therefore negative, and the two real Hessian eigenvalues are . At a stationary point the quadratic term of the Taylor expansion has both signs. Consequently every such nondegenerate stationary point is a saddle point. This is the nondegenerate stationary points of a planar harmonic function criterion. The same argument applies to , whose stationary points coincide with those of . A zero Hessian determinant is outside this second-order classification.
Differentiating the Gaussian variational bound for an attractive Gaussian well givesThus an interior stationary point obeysThe left side of the first equation increases strictly from zero to infinity, so there is exactly one such point. More explicitly,so is a strictly convex function on and is its global minimum. At that minimum the stationarity equation givesThere is a continuous limiting zero at , although at exactly is not a square-integrable function and hence is not an admissible trial. For a positive zero, division by and squaring gives , sois the unique positive zero. The other quadratic root is negative and inadmissible. Near zero,so the graph leaves the origin with slope , falls to its unique negative minimum, rises through , and grows as at infinity.
The Gaussian variational bound for an attractive Gaussian well at , showing its negative minimum and positive zero
. Details. By the Rayleigh-Ritz variational principle,Thus the attractive well supports a negative-energy bound state for every .
Choose , fixed , , and repeat for every : compute , choose by the backtracking line search in part (b) with , and set . At a stationary point keep the sequence constant.
Assume has a globally Lipschitz gradient and is bounded below on its initial sublevel set . Then the steepest descent method satisfies . Indeed, the Armijo condition and the uniform lower step bound giveThe objective values decrease and stay in the stated sublevel set. Summing the inequality and using its lower bound yieldswhich proves the limit. Every cluster point is a stationary point by continuity of the gradient. If the initial sublevel set is compact, cluster points exist. This global convergence result guarantees stationarity from arbitrary initial points under these assumptions; it does not, for a general nonconvex objective, guarantee convergence of the whole iterate sequence or a global minimum.
First take , put , and suppose . The force is the negative derivative of the potential energy:The potential energy is an odd function, passes through , and approaches zero from above as and from below as . Its stationary points are :Thus the sole stable equilibrium is the local minimum at ; the local maximum at is an unstable equilibrium. The requested values at the stable equilibrium areThe force is an even function, positive for , negative for , and zero at . Its central maximum is . Sinceits two minima occur at , with , and at both ends. These values fix the shapes of both requested sketches.
Dimensionless potential energy and force for positive k and nonzero a, with the stable and unstable equilibria marked
. Details. In one dimension, attraction towards the origin means , while repulsion from the origin means . With that explicitly stated convention,A positive force alone means rightward, not necessarily outward. At the origin , so it is not an equilibrium; the inward/outward distinction is undefined exactly there.
The sign assumptions matter because the paper calls merely constants. For both curves reverse sign, the stable equilibrium is , its potential energy is , and the attraction/repulsion intervals interchange. For the force vanishes everywhere on the nonsingular domain and there is no isolated potential energy minimum. If and , then for and , with no finite equilibrium.
Regard the refraction angle as a function of the angle of incidence, . Implicit differentiation of Snell's law gives . Differentiating the deviation angle gives . An interior stationary point therefore satisfiesThe stationary deviation of a primary rainbow ray is a minimum: differentiating again and using Snell's law gives . At the stationary point, , and hence for a positive interior refraction angle. This minimum is responsible for the concentration of emerging light rays near the primary rainbow direction.
Let be a smooth variation with at both endpoints, and consider . stationary point gives the first variationIntegrate the middle term once by parts and the last term twice. All boundary terms vanish because both and vanish there. Assuming the derivatives needed for the classical formula, the given fundamental lemma of the calculus of variations yieldsWithout assuming those classical derivatives initially, the same calculation with compactly supported variations states this equation weakly; sufficient regularity then gives the classical equation.
For the specific integrand, , , , so the equation is . Its weak solutions here are smooth, and its general classical solution isPut , , . The conditions at zero give and . Those at giveUsing , solve to obtain , , , . Thus an extremal isSubstitution checks all four boundary values. The additive term in the integrand contributes no variation in , so it does not alter this equation.
Here and . This implementation uses the undamped Newton step, checks a stationary point's curvature, and reports failure on a two-cycle or exhausted iteration limit:
R
newton_min <- function(x0, tol = 1e-10, maxit = 100L) {
fp <- function(x) 4*x^3 - 12*x^2 + 4*x + 12
fpp <- function(x) 12*x^2 - 24*x + 4
x <- x0
trace <- x
for (k in seq_len(maxit)) {
g <- fp(x)
h <- fpp(x)
if (abs(g) <= tol) {
return(list(x = x, converged = h > 0,
reason = if (h > 0) "minimum" else "not a strict minimum",
trace = trace))
}
if (!is.finite(h) || abs(h) <= .Machine$double.eps)
stop("Newton step has zero or invalid curvature")
next_x <- x - g/h
if (!is.finite(next_x)) stop("Nonfinite Newton iterate")
trace <- c(trace, next_x)
n <- length(trace)
if (n >= 3L && abs(trace[n] - trace[n - 2L]) <= tol*(1 + abs(next_x)))
return(list(x = next_x, converged = FALSE,
reason = "two-cycle", trace = trace))
x <- next_x
}
list(x = x, converged = FALSE, reason = "iteration limit", trace = trace)
}A sufficiently close start near converges to the minimum. The derivative cubic has exactly one real root: after it is proportional to , whose local maximum and minimum are both positive, so it crosses zero only once, on the left. Since the quartic tends to in both directions and its curvature at that stationary point is positive, this is the unique global minimum. The function reports convergence rather than assuming that every starting point must reach it.
Let , with , . Taylor expansion givesDivision in the Newton update yieldsThus convergence is generically quadratic when that coefficient is nonzero. With a locally Lipschitz second derivative and nonzero , the weaker estimate also proves local quadratic convergence.
“Quadratic at best” is false as a universal upper bound. If the displayed coefficient vanishes, the order can be higher. For example has a minimum at zero, and its Newton optimization update is , which has cubic convergence. For a nondegenerate quadratic objective the method reaches the stationary point in one step. The expansion proves the standard generic quadratic statement while retaining and correcting the source's stronger wording explicitly.
Use the normalized Rayleigh quotient . Its real directional derivative in an arbitrary complex direction isIt vanishes for every direction precisely when , since testing gives its squared norm. Conversely an eigenvector makes every derivative zero. Stationarity over all states is stronger than stationarity in a restricted trial family.
Normalize the Gaussian as , with . Its moments are , and . The printed potential energy consequently givesPut . Then , whose second derivative is . It diverges at both positive endpoints, so its sole stationary point is the unique global minimum. Its equation isThe variational principle therefore yields the optimized upper boundThe printed minimizer is inconsistent with the printed quartic coefficient. At the derivative is , so this is not the stationary Gaussian for that potential energy. It is nevertheless a legitimate trial vector and gives the simple, weaker bound . If the quartic coefficient were instead , four times the printed value, then would indeed minimize the family and its energy would be . This possible coefficient correction is identified explicitly rather than silently used. The reusable calculation is Gaussian trial for a quadratic-plus-quartic oscillator.
Minimize the Helmholtz free energy at fixed . Its derivative isThe physical stationary point for isTo check the minimum directly, put . Then , which is globally minimized at . The binding free energy gain per monomer is consequently .
The weak-adsorption blob picture requires , or in this model. If is too large, the layer saturates at a monomer-scale thickness; if too small, a many-blob adsorbed layer has not formed.
During slow peeling in atomic force microscopy, adjusts to minimize the Helmholtz free energy at each imposed height. Define the positive binding gain for the adsorbed segment. The stationary point satisfiesSince , this is a minimum while . The upward pulling force is the height derivative of the minimized free energy. The implicit term vanishes because , givingUsing ,It is independent of : extra pulling height releases more monomers while leaving the fractional extension of the stretched part unchanged. Equivalently . This is the equilibrium peeling force of an adsorbed Gaussian chain.
The plateau ends when , atThereafter all monomers are detached and the Gaussian chain force is , agreeing continuously with the plateau at . Very near the start and final release, finite-chain and junction effects lie outside the blob approximation.
Past exam of the theoretical mechanics course of the University of Oxford 2011 B 5 a i Solution 2026-10-31
Take the nondegenerate stationary point in the interior of the integration interval. Choose a smooth cutoff equal to one near . Away from its support, is bounded away from zero. Integration by parts using makes that nonstationary contribution , under the usual smooth-phase assumptions.
Near the stationary point use the signed coordinateSince , this is locally invertible, with at the point. The local integral becomesScale . The supplied Fresnel integral gives . Approximating the smooth amplitude by its value at zero, with a cutoff and a nonstationary estimate for the tails, therefore givesIf , this is the requested asymptotic equivalence. The phase shift comes from the positive quadratic curvature. A stationary point at an integration endpoint instead needs a one-sided formula.
The printed auxiliary estimate asserting an Fourier integral for every continuous amplitude is too strong without extra regularity. The argument here uses integration by parts only for the actual smooth, cutoff nonstationary amplitudes, where that estimate is justified; continuity alone generally guarantees convergence to zero, not this rate.
Assume and temperature-independent for the local model. The zero-field stationary points obeyFor , the favoured ordered sign is opposite to . The nonzero extrema first appear at ; their existence is not yet a coexistence condition. To find the equilibrium transition, require both and . Substituting into the free energy givesHenceAt coexistence the entire potential factorizes:It has equal minima at zero and separated by a barrier. Every fixed nonzero cubic coefficient produces a first-order transition in this quartic model, with a finite magnetization jump before the quadratic coefficient reaches zero.
For , the ordered minimum is metastable and zero is globally stable. For , the ordered state is globally stable and zero is metastable. At the zero minimum loses local stability. Thus the spinodals are and , distinct from . For , the opposite-sign nonzero state can also be a local minimum, but the cubic term favours the state of sign .
If , the transition is shifted to . With constant and , the entropy jump from the disordered to ordered phase is , giving a latent heat of magnitude . As , the jump and shift vanish and the original continuous transition is recovered.
A genuine zero-field uniaxial ferromagnet with exact spin-reversal Z2 symmetry forbids this cubic term. The modified model therefore presumes that symmetry has been changed; it must not be presented as a symmetry-allowed correction for the original ferromagnet.
Choose a basis whose first axis is . The tensor with uniaxial nematic order then has eigenvalues . Hence , and . Substitution givesFor , remains a local minimum with curvature . Its nonzero stationary points satisfy , soThey first appear at as a stationary inflection point; for more negative , is a local maximum and a local minimum. The latter is initially metastable, becomes degenerate with at , and then becomes the global minimum as decreases further. This is a first-order transition in a cubic-quartic Landau potential: the order changes discontinuously. The saddle-node bifurcation creating a local minimum is not the coexistence condition. The isotropic minimum never loses local stability in this fixed positive- scan.
The illustrative plots set and show . A cubic invariant is permitted because head-tail reversal leaves unchanged; it does not implement . The physical range of a uniaxial nematic order parameter imposes ; the usual small-order-parameter Landau result assumes the displayed minimum lies in that interval. The unrestricted quartic graphs express the intended Landau model, with the effect of enforcing the bound stated in part (f).[ref]
Lectures on Landau Theory of Phase Transitions by Peter D. Olmsted. §4.3, printed pp.11–13, tensor invariants and cubic-term-driven coexistence; coefficient normalization here is derived from this paper's definition of
Past exam of the theoretical physics I course of the University of Cambridge 2022 3 c Solution 2026-10-18
The self-consistency equation requires that the mean spin computed using the single-site Boltzmann distribution equals the spin used to form the effective field. With ,ThusEquivalently, differentiating part (b) gives , so stationarity of the Helmholtz free energy in the mean-field approximation is exactly this condition. Among multiple stationary points one must select the stable minimum.
Both the canonical kinetic term and are invariant under the orthogonal group . The stated nonzero vacuum expectation value has length . Its stabilizer is the orthogonal group acting on the perpendicular subspace. HenceThe two nonzero coordinates of this particular vacuum do not break more generators than an axis-aligned vacuum: the two choices are related by a common orthogonal transformation.
Explicitly, with ,stationary point at nonzero requires . The transverse eigenvalues vanish, while the radial squared mass is . If this curvature also vanishes, there is an additional accidental massless radial mode; the number of symmetry-protected Goldstone bosons remains . If , the symmetry is unbroken and none is required.
Fix . Stationary points satisfy . With , the nonzero candidates areKeep only real positive roots. At such a point,so gives local minima and gives local maxima when both exist. The solution is a local minimum for . To choose the phase, compare free energies: using the stationary point relation givesFor , this expression is negative whenever a nonzero stationary minimum exists. The paramagnetism phase is stable for , and the ferromagnetism phase with is stable for . The phase transition at , , is continuous and second order.
For , equality with requires . Substitution into the stationary equation gives the first-order coexistence curveThe disordered phase is the global minimum above this curve, and the ordered phase is the global minimum below it. At coexistence the factorizationexhibits three equally low minima, and , proving the discontinuous jump.
The ordered spinodal is , , where its local minimum meets the intervening local maximum. The disordered spinodal is , . Thus the ordered phase is metastable for ; the disordered phase is metastable for . These spinodals are limits of metastability, not equilibrium transition curves.
The first-order curve meets the continuous transition line at the tricritical point . On the specially tuned path , the equilibrium ordered solution is for and tends continuously to zero at the origin.
Phase diagram of the sextic Landau free energy, including coexistence, spinodals and the tricritical point
. Details. 




