On a beta plane, , the preceding vorticity equation is
In the broad ocean interior, assume a statistically steady flow, weak advection of relative vorticity, and negligible friction compared with planetary-vorticity advection. The constant-depth, constant-density assumptions of 2(a) exclude topographic and baroclinic vorticity generation contributions. More precisely, require . Then Sverdrup balance is
Small Rossby number and slow forcing help justify these conditions in the interior; they do not justify them inside an intense western boundary current. For fluctuations, the mean eddy contribution to relative-vorticity advection must also be negligible.
The depth-integrated northward volume flux per unit zonal distance is . For a basin and wind stress independent of , the northward interior volume flux is
A negative value denotes southward transport. The cancellation of is why this interior volume flux is insensitive to the chosen constant depth. In a closed, steady basin the net volume flux across a full latitude section is zero: a boundary return must compensate . Thus the displayed formula cannot represent the total closed-basin transport including that return.
For a concrete circulation sketch, use a northern-hemisphere subtropical basin and
This represents westward trade winds at the southern edge and eastward westerlies at the northern edge. The negative wind stress curl drives southward interior flow. Define an ocean transport streamfunction by , and impose no normal flow at the eastern wall through . Integrating Sverdrup balance westward gives
Since at , this also gives no normal flow at the north and south walls. Interior water moves westward in the southern part, southward across the basin, and eastward in the northern part. A northward western boundary current completes the clockwise ocean gyre.
Figure 1.
Northern-hemisphere subtropical Sverdrup interior and a schematic western return, with arrows indicating volume transport
. Details.
Pure Sverdrup balance cannot satisfy the western impermeability condition as well: varies along that wall. Indeed imposing no normal flow on both east and west walls would require their constant streamfunction values to agree in this simply connected closed basin, whereas their difference here is the nonzero . The shaded return in the sketch represents a boundary region where the interior approximation breaks down. It is supplied by friction in 2(c), rather than inferred from Sverdrup balance alone. A southern-hemisphere subtropical ocean gyre has the reflected, anticlockwise circulation.
For an order-of-magnitude estimate, use , , , and a wind stress variation scale . Then
Here is a Sverdrup. The sinusoidal example has maximum ; taking makes it agree with the chosen variation scale. Other reasonable basin widths and wind profiles change the coefficient, but retain a transport of order tens of Sverdrups.
Define the salinity contrast , positive when the warm box is saltier. The linear equation of state gives the cold-minus-warm density contrast and signed volume flux
Here represents warm upper water travelling poleward and cold deep water returning equatorward. The in this question is the haline density coefficient, unrelated to the planetary vorticity gradient in Question 1. The imposed heating and cooling are taken to maintain .
For the positive circulation shown in the source diagram, the exact stationary salt budget of the cold box is
The precipitation adds no salt. Replacing the salinity multiplying the small compensating volume flux by a reference gives . When circulation reverses, the upstream box for the exchange reverses too: the homogenizing exchange is , not . In the same reference-salinity approximation the two stationary salt budgets reduce to
For example, when and , the exact cold-box balance is , giving and the same leading approximation.
Substitute into the density-driven volume flux and multiply by :
Both and have the units of volume flux, so every term has units of squared volume flux. The absolute value expresses the fact that transport in either direction reduces the salinity contrast, while the density contrast sets its direction.
The requested equation is thus the reference-salinity, or virtual salt flux, version of the two-box overturning model. If the finite compensating flow is retained exactly with unequal , one has the appropriate upstream salinity on the right-hand side instead of exactly . The approximation assumes and . Also, for , cannot be a steady solution: the imposed freshwater transport would build an uncompensated salinity contrast.
Using the constants as printed, with volume flux measured in Sverdrups, gives
In particular the two small expansion coefficients should not be silently replaced by different oceanographic values.
For a positive steady volume flux, the equation in 2(a) is . For a negative steady volume flux, it is , with only its negative root admissible. Therefore for the branches are
The upper positive branch is stable, the lower positive branch is unstable, and the reversed branch is stable under the usual salt budget dynamics with fixed . Thus there is bistability below the positive-branch fold. At the fold the two positive equilibria merge with a zero restoring rate; the point is not an ordinary asymptotically stable interior point of either branch. The negative algebraic root of the positive- quadratic, or positive root of the negative- quadratic, must never be added as extra solutions.
Figure 1.
Steady overturning branches, their stability, and the effect of reducing the density-to-transport coefficient
. Details.
At , the three steady volume fluxes are
The present thermally dominated, northward-upper-flow Atlantic meridional overturning circulation corresponds to . These algebraic data alone also allow a stable reversed state, so selecting the present branch uses the stated circulation direction. On the large positive branch, the predicted salinity contrast is , consistent with the reference-salinity approximation. The weaker branches give larger contrasts, approximately and , so the approximation is less accurate there.
The saddle-node bifurcation occurs at
For , only the reversed steady volume flux remains. At there are still two distinct values, the double positive root and the negative root; “single-valued” holds strictly above this threshold.
Slowly increasing from the present value causes the stable positive volume flux to weaken. Its salinity contrast then increases because salt exchange is weaker, reducing the cold-box density advantage further: this is the salt-advection feedback. At the fold the positive steady state disappears, producing an abrupt transition to the reversed branch in the quasistatic limit. At the same that branch has
For a finite slow ramp there can be a small dynamical delay near the fold. In this model subsequently reducing while keeping it positive follows the stable reversed branch instead of automatically restoring the positive branch, an example of hysteresis. The two small branches approach as . At this is an equal-density, no-exchange equilibrium with , whereas the positive branch tends to with . One must use the original density relation at this endpoint, rather than divide by .
The reversal is thermally opposed but salinity driven: freshwater makes the cold box sufficiently fresh that the warm, salty box becomes denser. A real weakening would reduce the northward ocean heat flux and alter regional climate and ocean ventilation. The fold and full reversal here describe the ideal two-box overturning model; its numerical threshold is not a forecast for the real ocean, whose other controls appear in 2(c).
Southern Ocean westerly wind stress drives northward surface Ekman transport in the Southern Hemisphere. Its divergence and the circumpolar geometry allow deep water to rise towards the surface along tilted isopycnals, providing an important return route for the deep branch of the Atlantic meridional overturning circulation. Surface heat fluxes and freshwater fluxes then transform the upwelled water before it enters shallower return pathways. The winds supply mechanical energy; the overturning cannot be represented entirely by a local northern density difference. Eddy-induced overturning opposes part of the wind-driven contribution, so the net water-mass transformation and transport need not increase in direct proportion to the wind stress.[ref]
Dense water formed in marginal seas spills over sills and descends the continental slope as a marginal-sea overflow. Strong shear flow generates turbulent mixing and entrainment of surrounding, lighter water. The descending current's volume flux grows while its density anomaly is diluted, modifying the depth at which it joins the deep circulation and the temperature and salinity of the exported water. Thus the deep volume flux can substantially exceed the source overflow volume flux; it cannot be inferred from northern surface cooling alone.[ref]
Northern high-latitude cooling removes heat from surface water and raises its density. If the surface water becomes denser than the water below, convection mixes it downward and forms dense water that can be exported in the deep southward branch of the Atlantic meridional overturning circulation. This water-mass transformation helps maintain the contrast represented by in 2(a). Freshening can oppose it by reducing density and increasing stable stratification. Local convection and the basin-integrated sinking volume flux are related but are not the same process: export and the return path also depend on the large-scale dynamics.
Let be the light's group velocity in the fibre, with unit mode overlap and a uniform transverse mode area. The fibre-laser gain-volume rate equations follow because the upper-level density is defined per doped volume, whereas the photon density is defined per full cavity volume. Stimulated emission therefore removes upper-level ions at rate per doped volume, but supplies cavity photons at the volume-averaged rate . Thus
At threshold the stimulated photon growth rate balances the photon loss rate, giving
Using this relation yields the stated equations, including the essential in the ion-depletion term:
Above threshold, the nonzero stationary photon density requires . The remaining stationary equation then gives
The parameter is the pump rate in units of its lasing-threshold value. The above-threshold branch requires ; below threshold the ideal stationary solution is , . Spontaneous emission into the lasing mode has been omitted in this deterministic model, so an exactly zero initial field would need a seed or noise to start, even when the zero-field branch is unstable.
The upper-state density is clamped near threshold once the laser operates, so excess pumping mainly increases photon density and output power. For approximately pump-independent absorption efficiency, , and both and should rise approximately linearly with .
The left ordinate is the square of the frequency, in , rather than frequency in kHz. Reading the original triangles gives a threshold near – and a slope about . A representative straight-line fit to visually read marker centers gives and . Therefore
The displayed precision is limited by graph reading and scatter; a lifetime around is the meaningful result. The output squares have a compatible threshold and an approximately constant slope above it.
The round-trip time is
If mirror transmission is the only appreciable passive loss, energy decays by per round trip. For ,
a power reflectance of roughly 65%. The exact exponential is preferable to replacing by , since the inferred round-trip loss is not tiny. If distributed fibre loss is appreciable, the lifetime instead fixes the total round-trip retention; without a separate loss measurement, the bare mirror reflectance is not uniquely determined and is at least this retention factor.
For an oxide ion, or an oxygen vacancy measured relative to the ideal lattice, the charge magnitude is . The independent-carrier Nernst-Einstein inversion at gives
Here and must describe the same carrier convention. If the quoted diffusivity is a mobile-vacancy diffusivity, this is the vacancy density. If it is literally an oxygen-ion tracer diffusivity, it is an effective oxygen-ion density under an uncorrelated model. Vacancy density cannot be substituted for oxygen-ion density while retaining the same diffusivity. This distinction is consequential in the last part.
Apply the lever rule on the solid tie line. All compositions are copper mass percentages:
Thus the equilibrium material is 77.1% and 22.9% by mass just below the eutectic temperature. These are phase fractions; converting them to volume fractions would require densities.
At height above the free lower end, a uniform vertical filament carries the weight of length . With cross-sectional area ,
The maximum stress is at the top and is independent of diameter. The diameter cancels because both mass and load-bearing area scale with . Neglecting self-heating gradients, evaporation and initial fabrication stress, this top point sets the first creep-strain limit.
For a clearly labelled external reference estimate, take . Then ; the area is and the total suspended mass is about . The density is independently tabulated, not invented as a supplied 2016 value.[ref]
Use the original map's top temperature axis at and its right-hand tensile-stress axis, so no uncertain shear-stress conversion or additional shear modulus is required. The point lies in C, between the and contours, nearer . A logarithmic interpolation of the scanned contours gives about , with only graphical precision. Thus
or of order three months in this steady-rate, reference-density map estimate. Reading only the bracketing contours gives the appropriately broad interval to ; the graph does not support an exact service-life number.
For the exact prescribed input, the answer remains
This estimate uses the cited reference density and the grain-size assumptions of the supplied map. Thermal expansion lowers density, and an evolved area or tertiary material creep changes the rate; a steady initial-rate estimate is not a guaranteed lifetime. In particular, a different filament grain size could require a different map. Other failure mechanisms could shorten useful life.
For Röthlisberger channel drainage, is the water-filled cross-sectional area of the subglacial channel, its volume discharge, the mass of ice melted per unit channel length per unit time, and the effective pressure, namely ice overburden pressure minus water pressure. The first balance converts melt mass to area growth through division by ice density , and subtracts material creep closure . The cubic pressure dependence comes from the adopted ice-flow law; includes its material and geometric factors.
The second relation balances the downslope hydraulic driving gradient against the adopted frictional pressure loss. It is an instantaneous discharge-area law, giving for positive downstream flow. The final balance equates latent heat needed to melt the channel walls with the gravitational power dissipated per unit length, . It assumes that this dissipated power is available for melting rather than substantial sensible heating or other energy losses. The model thus couples melt opening, pressure-driven material creep closure and hydraulic discharge.
The cross-sectional area multiplied by the mean downstream speed is the volume flux . The term is local storage change per unit river length, is net downstream export per unit length, and is lateral volume input per unit length per unit time, for example distributed tributary or runoff supply.
For a fixed reach , incompressibility and constant density give
Apply the fundamental theorem of calculus and localize the resulting integral identity to obtain . The density cancels because every term transports the same water; no sediment source is included in this balance.
Assume axisymmetry in a thin disk orbiting a fixed central mass . To leading order in thickness, the Keplerian rotation is independent of height, , with slow radial drift compared with . Neglect radial pressure support in the orbital balance, changes in the central potential, mass loss through the disk surfaces and applied surface torques. The Cauchy stress tensor can represent viscous or effective turbulent/magnetic transport; only its vertically integrated azimuthal component enters the conservation of angular momentum equation.
Define the surface density and its mass-weighted radial velocity by
and set . Integrating mass conservation vertically gives
The azimuthal equation in cylindrical coordinates, multiplied by and combined with mass conservation, is the conservative equation for specific angular momentum . The cylindrical stress tensor divergence contributes . With vanishing surface torque, vertical integration therefore gives
Because is fixed in time, subtracting times the mass equation yields
Define the effective viscosity defined by disk stress by
This sign convention treats as the shear stress appearing with . For the Newtonian fluid stress tensor it reduces to the density-weighted viscosity of a disk, , rather than an unweighted height average.
Using and in the conservation of angular momentum equation gives
Substitution into mass conservation proves the Keplerian viscous diffusion equation:
The outward viscous torque in an accretion disk is .
For with , make the heat-equation transform for linear-radius disk viscosity
Writing , the diffusion equation becomes ; the displayed rescaling of gives exactly , with the original time unchanged. The torque is , so the zero-torque inner boundary condition at the origin becomes on the half-line .
A positive similarity solution obeying this boundary condition is
For example, substitution of reduces the heat equation to , and satisfies it and vanishes at zero. A replacement of by gives a finite-mass initial profile at time zero if desired.
To determine the global integrals, transform the mass and angular momentum:
The Gaussian integrals give
Thus the accreting similarity disk with viscosity proportional to radius loses mass as while conserving angular momentum; its characteristic radius grows proportional to . The accretion rate at the origin is . Its radial velocity shows inward flow at small radius and outward spreading at large radius. The integrable inner density singularity is part of the idealized extension to .
For the other profile, direct differentiation gives
It also satisfies the heat equation, but has and . It therefore has a nonzero inner torque and zero mass flow at the origin, not the previous zero-torque inner boundary condition. Here
An arbitrary positive amplitude multiplies these quantities. This constant-mass disk with viscosity proportional to radius spreads outward under a central torque that supplies angular momentum, with no ongoing central mass supply. It has the reflecting Neumann boundary condition for the heat equation and can be regarded as the spreading of an initially central mass distribution driven by an applied torque. It is distinct from the accreting zero-torque solution; the ideal origin does not model a finite stellar surface or a relativistic inner disk.
Take to be the vertical equilibrium plane and expand the vertical gravitational force to leading order in : . The vertical hydrostatic equilibrium equation for uniform density is . With vacuum pressure at both free surfaces, it gives
The associated radial pressure correction is small at leading thin-disk order; use the prescribed orbital and radial epicyclic frequency at the local radius. Here is the vertical epicyclic frequency.
For the axisymmetric waves of a homogeneous incompressible disk, use a local WKB approximation proportional to , with . Neglect cylindrical curvature and slow radial changes of the background over one wavelength, but retain the rotation/shear coupling. Let be the velocity perturbations and . The leading equations are
For and , these give and . The incompressible flow constraint then yields
The vertical Lagrangian fluid displacement satisfies , so . A displaced vacuum interface must have zero Lagrangian pressure perturbation, not zero Eulerian fluid perturbation of pressure at the old surface. Neglecting the higher-order radial surface-slope contribution,
Thus the free-surface pressure condition of an incompressible disk is
Because the background and boundary conditions are symmetric about the midplane, choose pressure modes of even function or odd function symmetry in . For , put and . The solutions are or ; substituting the surface condition gives the two surface modes of an incompressible disk:
These are implicit dispersion relations, or complete parametric equations with parameter and the indicated condition .
For , put and . The solutions are or , giving the inertial modes of an incompressible disk:
The restrictions select the admissible segments of the trigonometric functions, producing infinitely many vertical orders. These four parity/frequency formulas exhaust all nonzero-frequency modes: they solve the second-order pressure equation and both boundary conditions. For finite , an exactly epicyclic frequency makes the horizontal equations require , then the vertical equation and the incompressible flow constraint force all velocity components to vanish, so it is not a missing finite-wavenumber branch.
For completeness, the energy identity for free-surface disk waves shows why these modes have real stable frequencies when and . After elimination of the azimuthal velocity, the radial and vertical displacement equations are and , with . Multiply by conjugate displacements, integrate in and use the boundary condition to obtain
The right side is real and nonnegative, excluding additional growing wave branches in this stable case. At zero frequency there can separately be a stationary geostrophic balance: vertically constant , , , and static interface displacements satisfying at the surfaces. This neighbouring-equilibrium perturbation is not a propagating branch omitted by dividing by .
For the large- limit, the two surface branches have , so both and tend to one. Eliminating gives their common leading surface dispersion,
In particular . The effective surface gravity is , and the pressure decays into the interior on a scale . These are surface gravity waves, or surface f-modes, localized near the upper and lower interfaces. Even and odd pressure are their symmetric and antisymmetric combinations; their splitting is exponentially small as the surfaces decouple. Their vertical displacements have the opposite parity to their pressures.
For each fixed inertial vertical order, large means . The boundary condition then requires at the surfaces, so the limiting vertical wavenumbers are , . Thus
Even have even pressure, odd odd pressure. These vertically oscillatory, rotation-restored inertial waves occupy and approach zero at fixed order as radial wavenumber increases. The limit is not uniform in order: arbitrarily high vertical orders remain near at any fixed . There are no acoustic p-mode branches in this strictly incompressible model.
For , the two surface curves are unique. The even branch approaches from above as , with tending to the positive solution of . The odd branch approaches because as . At any positive , the odd surface frequency is above the even one, and both rise toward the common large-wavenumber asymptote.
The inertial branches all approach from below as . For even pressure there is one admissible branch in each interval , , terminating at as . For odd pressure there is one in each interval , again terminating at its upper endpoint; the first interval is admissible because . Their curves decrease toward zero as shown in the sketch. The small- endpoints are formal local-dispersion limits; the WKB approximation still requires for a finite-thickness disk.
Figure 1.
Surface and inertial branches of a homogeneous incompressible disk, with
. Details.
The plot shows both surface branches and the lowest six inertial orders; higher orders accumulate below . If , the inertial frequencies collapse to zero, while the surface formulas reduce to and . A negative instead introduces instability described by the Rayleigh centrifugal stability criterion and is outside the real-frequency stable sketch.
The Lighthill elongated-body theory is a reactive, nearly inviscid flow description of a long slender swimmer, appropriate when the longitudinal Reynolds number is large but its lateral displacement and slope are small. To leading order, crossflow past each section is the two-dimensional potential flow generated by lateral motion of that section. Longitudinal variation is slow on the cross-sectional scale, and axial speed is prescribed at this order. With increasing from nose to tail, fluid passes sections in increasing , and the linearized relative lateral velocity is
The section's added mass per unit length is defined by its crossflow kinetic energy . Equivalently, if is the velocity potential for unit lateral section motion, then over the exterior crossflow plane. It has units of mass per length and depends on cross-sectional shape and density. For a circular section of radius , gives . It is not the body's mass per unit length.
The transverse fluid impulse attached to a section is . A control segment has both changing impulse and an impulse flux through its ends. Taking their sum per unit length gives the reaction on the fluid:
The force on the fish is . In particular, is inside the convective derivative; dropping its spatial derivative or the endpoint fluxes is not justified merely because the fish is slender.
The recoil correction in elongated-body theory adds unknown whole-body translation and yaw to a prescribed active bending shape:
They are determined by total lateral linear momentum and yaw angular momentum balance, rather than by imposing that the deforming swimmer remains on its original axis. Body inertia and hydrodynamic added inertia have the same sign. If the translation variable is required to be the literal centre of mass, the active deformation must first have its mass-weighted mean removed: the reference displacement is otherwise not the centre of mass displacement during the stroke. The corresponding deformation contribution to angular momentum must also be retained when it is significant.
Choose an explicit orientation convention, since the supplied PDF does not display the referenced diagram. Let point upward and complete a right-handed frame with the horizontal flow direction . Use
where points from the head towards the tail. A tail point has position . Its rotational velocity is , where the scalar is about and therefore . Keeping that sign is essential for stability.
The point lies at height , so the local imposed fluid velocity is . Its velocity relative to that fluid has components
where and . These follow by projection; rigid rotation has no tangential component.
Write , , , , and
Let . The resistive-force theory force per length on the tail is . Head drag and excess weight give
The fluid vorticity is , so its local angular velocity has scalar component about our axis. Sphere rotation resistance therefore contributes . Torque balance about , including gravity acting at , is
Eliminating gives the unapproximated local-resistance relation
Now retain head and tail translation resistance at the same order, as intended by , but use in the lever-arm integrals. Thus , . Sphere rotation resistance is smaller than tail rotation resistance by order , so omit at fixed scaled shear. Also neglect relative to the tail's hydrodynamic force-centre distance . Uniform density gives
hence this step requires , or head-dominated volume. It is consistent with the distinguished logarithmic ordering, but by itself would not ensure it. The model further neglects hydrodynamic interaction between head and tail, and uses low-Reynolds-number local drag.
Under these approximations,
so
Because , its equilibria satisfy . Define
with at zero shear. The two orientations modulo are and . The derivative of at an equilibrium is
The second factor is positive, so the branch is stable and the other is unstable. On the stable branch the tail tip is above : the head is lower than the far tail end.
The corresponding leading translation velocities are
The second formula uses in the normal force balance. In the equilibrium orientation , and simplifies to
This is shear-dependent settling of a sphere-and-tail body. Since for a slender filament, increases with the magnitude of shear and the signed upward-coordinate velocity increases towards zero. Equivalently, increasing shear decreases the downward sedimentation speed. The formula remains negative throughout this leading model. If there is no shear dependence; reversing the drag anisotropy would reverse the trend. At very large shear, the omitted sphere rotation term proportional to can become important, so the approximation is not uniform in arbitrarily large .
The cell conservation equation has the form , with
The first term is advection by the suspension's fluid velocity, the second is active swimming at fixed speed in direction , and the last is an isotropic diffusive flux due to random swimming. Here has units length squared per time, is cell number per volume, and the divergence measures local loss by transport. No birth or death term is included.
For a spherical cell of radius , its excess buoyancy force is . The Stokes drag law gives passive settling speed . Neglecting individual settling requires , not exact neutral buoyancy. A dilute suspension can still generate appreciable collective buoyancy because many small excess masses contribute to the bulk density.
Use the half-rate convention for the gyrotactic reorientation time , required by the coefficients printed in the question:
The first torque tends to point the bottom-heavy cell upward; the second rotates a sphere with half the fluid vorticity. This is a quasistatic torque balance, assuming orientation relaxation is fast enough to follow the local flow. Keeping orientation dynamics instead would put on the left. The convention with aligning rate uses a reorientation parameter twice this . Thus the factor of two is a definition, not a physical discrepancy. Close to the upward state the quasistatic gyrotactic balance with half-rate reorientation gives .
For a dilute Newtonian suspension with the Boussinesq approximation, the other equations are
The background-water hydrostatic pressure is absorbed in . The cell volume is , density is , cell density is , dynamic viscosity is , and is the volume fraction. Extra cell mass produces the downward buoyancy term. Constant viscosity and no explicit swimming stress are part of this closure. Rigid impermeable plates impose no-slip boundary condition and zero normal total cell flux.
At rest, the stable cell direction is upward and the steady vertical flux is . It is constant in depth by conservation and zero at an impermeable plate, so
The pressure gradient balances its excess weight. The mean-concentration formula follows by averaging over and is continuous at .
Use , , , , and . Then
where
The dimensionless base concentration is .
Linearize with the horizontal Fourier mode and . Write the first-order orientation perturbation as . Unit length gives , while torque balance gives . Incompressibility implies
Let . The perturbation of fluid advection is , and swimming contributes . Cell conservation therefore gives
or
This explains the destabilizing concentration-advection term and the gyrotactic redistribution term with their signs.
To eliminate pressure from the fluid equations, take their divergence, giving . Apply to the vertical equation . The concentration second derivatives cancel, leaving
No-slip conditions give and at each plate; for nonzero , the latter follows from the vanishing horizontal velocity and incompressibility. Zero perturbed normal cell flux gives
The normal orientation correction is zero at this order, and the fluid velocity is zero at the plate, so neither adds another term to this concentration condition.
Now use the stated distinguished scalings , , , , , and . Here is a scaled wavenumber, unrelated to Question 2's shear rate. At order one, the concentration equation and boundary conditions give , at both endpoints, so is constant. Absorb its nonzero value into the perturbation amplitude and choose
At order , the fluid equation is with at both ends. Its unique solution is
A homogeneous difference is cubic and the four clamped conditions make it zero.
The concentration equation at order gives
so , where fixes the amplitude normalization. At order it gives
The boundary conditions expand to at each endpoint. Integrating this equation from zero to one cancels against . Also and
Thus the required solvability condition is
Since , the clamped-quartic solvability in shallow bioconvection gives
For nonzero long horizontal waves, gives decay and gives growth; the leading neutral threshold is . The leading instability is stationary and independent of and . The exactly uniform horizontal mode has zero growth at this order because total cell number is conserved, so it does not determine the threshold. Upward swimming produces a dense upper layer; the unstable disturbance is its buoyancy-driven overturning, or bioconvection. Higher orders are needed for wavelength selection and finite-depth threshold corrections.
With fixed material parameters and mean concentration, for small , so a sufficiently thin chamber is stable to this branch. Formally its threshold corresponds to when the weak-stratification and distinguished-gyrotaxis assumptions apply. In particular, the assumed is a specified asymptotic analysis; at fixed and decreasing , one instead has . The leading result should not be asserted unchanged in that different ordering without redoing the expansion.
For an inviscid fluid of constant density, with irrotational velocity and conservative body-force potential , the Unsteady Bernoulli equation is
It holds throughout a connected irrotational fluid region, up to the time-dependent gauge of . Indeed the Euler equations and imply that the gradient of the left side is zero. In the bubble problem there is no body-force contribution compatible with the assumed spherical symmetry.
Spherical incompressibility gives . The moving interface imposes , so
This potential tends to zero at infinity, where the velocity tends to zero and . Differentiate at fixed spatial , not along the moving interface: . At , pressure continuity without surface tension gives . Bernoulli therefore yields , or the Rayleigh equation for an inviscid spherical bubble
Integrating the kinetic energy over the exterior fluid gives
Differentiate and use the radius equation:
With and , the pressure-work energy balance for a spherical bubble integrates to
or
The collapsing branch takes the negative square root for . The energy gain is exactly the pressure difference times the lost bubble volume, providing a check on the sign and numerical factor.
For a dominated family of sample distributions, a statistic is a sufficient statistic precisely when the probability mass function or density factors as
where does not depend on the parameter. This is the Fisher-Neyman factorization theorem.
Here is the discrete proof in both directions. Suppose the factorization holds, and write . Then . Whenever this probability is positive, is finite and positive and
is independent of . Thus the conditional distribution of the whole sample given is parameter-free, which is the definition of a sufficient statistic.
Conversely, if is sufficient, let denote this common conditional mass function on each possible fiber. Then
Take and to obtain the factorization. Fibers impossible for every parameter can be assigned ; conditional probabilities are required only for fibers with positive probability.
For the independent Poisson sample the joint mass function is
All parameter dependence is through
so this is a one-dimensional sufficient statistic. The sample mean contains the same information, since is known.