Use distinct periodic grid points , , and . Values at the two ends of the interval represent the same point, so the endpoint must not be stored twice. With indices interpreted modulo , set
This replaces the Dirichlet matrix by the periodic discrete Laplacian. The normalized Fourier modes form an orthonormal basis and have amplification factors
Each satisfies for every . The Parseval identity therefore gives in the discrete L2 norm, uniformly in the grid and time step. Thus all positive Courant numbers remain stable. The constant mode has , expressing preservation of the spatial mean; all nonconstant modes decay. The formula with modulo indices also handles small grids, where two neighbours can coincide.
The Neumann boundary conditions give Fourier modes , including the spatially uniform mode . In the frame translating with the mean deposition height, that mode has no restoring force and obeys
Here is Brownian motion, independent of the initial height. More generally when these second moments exist. Removing the mean deposition drift does not remove the Gaussian white noise.
The Brownian zero mode of a fluctuating interface has no stationary distribution on the real height axis for . This conclusion does not depend on assuming finite variance: a stationary characteristic function would satisfy , hence vanish for every , contradicting its continuity at zero and . Any stationary joint distribution of the whole height would have a stationary zero-mode marginal, which is impossible. Thus the full unpinned height has no Boltzmann equilibrium. Pinning the mean height, or retaining only the nonzero Fourier modes, removes this obstruction. The PDF has ; the TeX's is a transcription error.
For and , each Fourier mode is an Ornstein-Uhlenbeck process with decay rate . Its explicit Ornstein-Uhlenbeck solution is
so the Itô isometry gives
To identify the Overdamped Langevin dynamics, choose a friction , a harmonic oscillator potential , and force noise . The fluctuation-dissipation relation for a Langevin particle then defines . Its Boltzmann distribution is
This is the stationary spectrum of a linear fluctuating interface, also following from the equipartition theorem. The numerical prefactor uses exactly the mode-noise normalization given in the paper. The nonzero modes can therefore have a stationary Gaussian distribution even though the unpinned zero mode cannot.
For a Fourier mode , the wave equation gives
Taking the positive-frequency branch,
For , the phase velocity and group velocity are
The frequency rises from zero and approaches ; reaches its maximum at , while
shows that the front velocity is
Thus the wave at the front has
Moreover , so the packet outruns its crests for , the speeds agree at , and the crests outrun the packet for .
The initial conditions give the exact superposition
The condition makes this solution real. For with , the equation
has two positive roots . The second exponential has the corresponding stationary points . Since
the stationary phase method and pairing of complex-conjugate contributions give
For , the same picture is reflected and the stationary points have negative wavenumber. For there are no real stationary points, so a smooth localized spectrum gives a much smaller nonstationary tail outside the wave front.
A momentum-shell renormalization group step has three parts. First split the field into slow and fast Fourier modes, , and integrate over the shell . Second rescale , or equivalently , to restore the ultraviolet cutoff to . Third rescale the field so that the coefficient of returns to its chosen normalization. The resulting free energy has the same operator expansion but new couplings; iteration traces a renormalization-group flow in coupling space.
For the first step only, write and average over the fast modes of the Gaussian field theory. The cumulant expansion gives
Here
At order , the connected contraction of two vertices gives the low-momentum two-point term. Since ,
Expanding at small external momentum and matching yields
The first cumulant also produces a term linear in ; it is removed by fixing the one-point function, or equivalently by a field redefinition, and does not change the displayed one-particle-irreducible correlation function correction to the mass.
The leading vertex correction is order . Taking from each of three vertices, the connected Wick contractions form a triangle. There are eight contractions, so the third cumulant contributes times the triangle integral. At zero external momentum,
For nonzero external momenta the three propagators carry the corresponding shifted loop momenta, with every internal line restricted to the fast shell.
Split the field into disjoint ranges of Fourier modes,
The Wilsonian effective action is defined by
Writing immediately gives
Quadratic cross terms vanish because the momentum supports do not overlap. For ,
where
Expand and . A Taylor expansion of the sheet boundary conditions about gives
The first-order Fourier mode is , with , , and . Decay excludes the growing exponentials, leaving . The two boundary values give :
There is no first-order mean boundary motion. Boundedness excludes mean shear, so .
At second order the Taylor-expanded no-slip boundary condition is
with , , and at infinity. Set the irrelevant boundary constant to zero. The general relevant solution contains a zero Fourier mode and a second harmonic:
Bounded velocity eliminates and growing harmonics. Averaging the tangential boundary condition gives . This is the mean boundary velocity determines Taylor-sheet swimming speed principle: the remaining mean velocity is uniform and equals the far-field velocity. Therefore
The absence of odd powers follows because changing the amplitude sign is just a half-wavelength translation. Although unnecessary for the speed, the oscillatory solution can also be written explicitly as .
With , , and , the Forward Euler method gives
For a Fourier mode , the amplification factor is . Set . Then
The expression in braces is an affine function of , so it is nonpositive for all precisely when its two endpoint values are nonpositive. For , these conditions are and . Thus Forward Euler stability for centered advection-diffusion requires exactly
For , only the first condition remains. If either bound fails, a band of Fourier modes has , giving instability under Von Neumann stability analysis. At equality the amplification bound still holds, so the endpoints are included. This is discrete L2 norm stability; nonnegative stencil weights would impose the additional spatial restriction .
For a Fourier mode, the amplification polynomial is
Put and . The roots become
If , the square root is real, both roots have modulus one, and their separation is at least . The companion matrix has eigenvectors , so their uniform separation gives a mesh-independent bound on its powers. By power boundedness of a two-level Fourier scheme and the discrete Fourier transform, this proves stability for .
If , choose . The roots have product of modulus one and unequal moduli, so one has modulus greater than one. The scheme is unstable.
The boundary cases require more than a root-modulus check. At , gives , while gives . The companion matrices have nontrivial Jordan blocks and solutions of the form . Their linear growth rules out a uniform stability bound. This mode occurs on even periodic grids, which are enough to disprove mesh-uniform stability at the endpoints.
Therefore the stable range is exactly
Within this range, second-order convergence additionally requires two appropriately accurate starting time levels. The unit-modulus parasitic root near does not decay, so poor initialization cannot be repaired by the scheme.
The mass matrix is a positive-definite matrix, and integration by parts with periodic boundary conditions gives . Hence
This is energy conservation for semidiscrete Galerkin advection: . Thus the semidiscretization is stable and conserves its finite element L2 norm.
For a mesh-independent comparison with the grid norm, the Fourier symbol of is , between and . Consequently
The conserved energy therefore gives a uniform bound in as well. Equivalently, each Fourier mode evolves with the purely imaginary exponent . This concerns the semidiscrete method; a chosen time integrator must separately control those imaginary eigenvalues.
Take so that the short-wavelength quadratic energy is stable. For , a Fourier mode with wavevector magnitude has inverse Gaussian field theory covariance
For , its minimum is at
The zero-average constraint excludes the uniform mode but allows . At the modes on the nonzero-wavevector soft-mode sphere become soft; below it they have negative quadratic energy, so the homogeneous state loses stability. A modulation along any chosen direction is the simplest smectic phase pattern. The quadratic instability selects its wavelength; with , a nonlinear stabilizing interaction would still be needed to determine its amplitude.
Choose an even positive . Each independent complex Fourier mode of the real field has density , so
The quadratic part therefore has expectation . For the quartic part, apply Isserlis theorem to its four jointly centered Gaussian random variables, or to their real and imaginary components. Pairing the two differentiated fields together imposes , and its contribution is
Each of the two other pairings instead gives , because the summand is odd under . Thus only the displayed contribution remains. Each full sum is twice its positive-wavevector sum for a real field; putting and gives .
Substitute these expectations, and into the Feynman-Bogoliubov inequality:
The zero mode is absent by the composition constraint. The counting uses one representative of every nonzero pair, so no extra factor of two is assigned to an independent complex amplitude.
Put , write for perturbation pressure divided by , and set . The linearized Boussinesq approximation, incompressibility and material derivative give
Taking the curl eliminates pressure; differentiating the resulting vorticity equation in and using incompressibility gives . A further application of therefore yields
For a stationary nonzero horizontal Fourier mode, , so cancellation of gives the stationary Taylor–Goldstein equation
This division requires on the interval considered: a zero of is a critical level of an internal gravity wave. The mean profiles must be sufficiently smooth for the displayed derivatives, with background hydrostatic pressure and stable density stratification, , for propagating internal gravity waves. The horizontally uniform component is excluded from the cancellation. For a horizontal wavenumber , local vertical propagation additionally requires ; this is distinct from the smoothness restrictions. If stability of the background against other disturbances is needed, the Miles–Howard theorem supplies the sufficient condition , rather than a necessary condition for deriving the equation.
Write for a comoving coordinate, for the peculiar velocity, for the Hubble parameter, and for the density contrast. For a homogeneous self-gravitating fluid, the linearized continuity equation, Euler equations for an inviscid fluid, and cosmological Poisson equation are
Here is the physical adiabatic sound speed, gradients refer to comoving coordinates, and the homogeneous background force has already been subtracted. Differentiating the first equation and eliminating and gives
A Fourier mode with comoving wavenumber therefore obeys
The Jeans wavenumber occurs where the coefficient in parentheses vanishes. Since a comoving wavelength is , the result is
Below this comoving Jeans length, pressure restores a displaced fluid element: there are acoustic waves rather than growing Jeans instability. In a static background they oscillate; expansion changes their amplitude and frequency, and dissipation can damp them. Pressure support alone does not erase them. In the pre-recombination photon-baryon fluid, Silk damping supplies a separate erasure mechanism.
For collisionless matter, replace the sound speed by a characteristic velocity dispersion. For an isotropic Maxwell-Boltzmann velocity distribution, defining , the static collisionless marginal-stability calculation gives
The coefficient depends on the distribution and the convention for velocity dispersion. Small-scale suppression is now collisionless free streaming and phase mixing, rather than collisional acoustic waves. An instantaneous collisionless Jeans length must be distinguished from the accumulated comoving distance traveled since decoupling.
For the requested thermal histories, an Einstein-de Sitter universe describes the matter-era limit: it cannot literally also have a radiation-dominated epoch. Interpret the question as a spatially flat universe with negligible cosmological constant, passing from radiation domination, , to matter domination, . For the usual schematic dynamical Jeans scale use in the estimate, so
Near the particle horizon a relativistic perturbation calculation replaces the Newtonian derivation; the scaling estimate still identifies the relevant sound-crossing or streaming scale.
Before cosmological recombination, adiabatic initial conditions keep the entropy per baryon fixed in the tightly coupled photon-baryon fluid. With , its photon-baryon sound speed is
For example, this follows from and . In the radiation-dominated limit , ; in the strongly baryon-loaded matter-era limit , . Thus the baryon Jeans length across recombination has the asymptotic history
The transition to the plateau is smooth: retaining gives in matter domination. If baryon loading is still small, this intermediate segment instead rises as until loading becomes important.
At photon decoupling, radiation ceases to provide pressure support to the baryons, so the sound speed drops from the coupled-fluid value to that of a nonrelativistic ideal gas, , with . The drop in comoving Jeans length at fixed density is the same ratio of sound speeds, typically several orders of magnitude. Subsequently an isentropic process gives , so and . Residual energy exchange through Compton scattering can initially keep , producing a short approximately flat gas segment before the decreasing segment. The idealized sketch assumes immediate adiabatic cooling:
log(comoving baryon Jeans scale)
  ^
  |                   __________________
  |                 /                   |
  |               /                     |  loss of photon pressure
  |             /                       |
  |           /                         +---\
  |         /                                \
  +-------------------|-----------------|----------> log(time)
                    t_eq              t_rec
        slope 1/2          slope ~0        slope -1/3
For the cold-dark-matter kinetic Jeans scale, take the stated toy history to mean that collisions maintain a particle temperature equal to the photon temperature until kinetic decoupling. This is an assumption about thermal coupling; a negligible collision rate after decoupling makes the subsequent treatment collisionless. Assume the ordering . While relativistic, the characteristic particle speed is constant; while nonrelativistic but thermally coupled, ; after kinetic decoupling, particle momentum redshifts as and . Combining these with the background dynamical density gives
There is no sudden change at cosmological recombination: cold dark matter has already decoupled. Its small initial velocity dispersion makes its suppression scale much smaller than the pre-recombination baryon scale.
log(comoving CDM dynamical Jeans scale)
  ^
  |                        _______________
  |                    ___/               \
  |                ___/                    \       no jump
  |              /                          \      at t_rec
  |            /                             \
  +-----------|------------|--------------|----|------> log(time)
            t_NR         t_dec          t_eq t_rec
   slope 1/2    slope 1/4       slope 0       slope -1/3
The density convention matters. If one instead defines a species' self-gravitating collisionless Jeans length using only its own nonrelativistic density , its thermally coupled segment is constant and its decoupled segment decreases as even during radiation domination. The constant radiation-era segment in the second sketch is the usual instantaneous background dynamical streaming estimate, not an exact single-species self-gravity threshold. A complete multicomponent calculation uses the separate perturbation equations and their combined cosmological Poisson equation.
At a positive spatially homogeneous equilibrium,
so
The Jacobian matrix of the reaction terms there is
The linear stability analysis of a two-dimensional system requires negative trace and positive determinant. Since , the homogeneous equilibrium is stable exactly when
For a spatial Fourier mode proportional to , put . The linearized matrix is
Its trace is still negative when , while
A Turing instability occurs for some exactly when this quadratic has a negative minimum. This requires
Writing , the second inequality reduces to . Hence, for continuously available wave numbers, the condition is
On a bounded spatial domain, one additionally requires an allowed wave number for which .
Expand the unknown in Fourier modes:
By Termwise differentiation of a Fourier series,
Also,
Therefore the coefficient of on the left-hand side is
The right-hand side has coefficients
because the coefficient of each of is and the constant coefficient is one. Hence the Fourier spectral system for a cosine-modulated second derivative is
Its coefficient array is an infinite tridiagonal matrix.
For a spectral truncation, retain the modes , set
and impose the displayed coefficient equation for every . This gives an explicit -dimensional tridiagonal system. The resulting finite Fourier series automatically satisfies the periodic boundary conditions.
Expand the density contrast in Fourier modes, . In the static universe each mode satisfies
For there are sound waves
For , Jeans instability gives growing and decaying exponentials with rate . At the Jeans wavenumber the two solutions are constant and linear in time.