In the Newtonian dust calculation, use a comoving spherical shell of physical radius . Homogeneity gives its enclosed mass , and the shell theorem removes the gravitational force of exterior shells. Assume pressureless matter, conserved enclosed mass, no cosmological constant, and no shell crossing. Its specific conserved mechanical energy is
Homogeneity permits the energy per to be a constant, written . Dividing by gives
This is a Newtonian derivation for dust. For radiation the enclosed gravitating mass is not conserved, so this same mechanical-energy argument cannot simply be reused; general relativity supplies the same Friedmann constraint with the total energy density divided by , together with pressure-dependent fluid conservation.
At the threshold , the determinant quadratic has a double zero at
Consequently the scaled disturbance length in is
The physical length is at threshold; its full spatial wavelength is times this length, not this length itself. For much shorter lengths, the large negative diffusion terms smooth both components. For much longer lengths, diffusion contributes little and the stable homogeneous reaction feedback, especially the inhibitor response, suppresses disturbances. The selected length lies between those two stabilization mechanisms.
Assume , so for every wavenumber. A Turing instability therefore occurs exactly when for some . Put . The upward quadratic has a negative minimum on this half-line precisely when
Combining these gives
The unstable band is , where
The degradation-limited diffusion distances are proportional to and . Thus and the criterion says the inhibitor must travel more than times as far as the activator before degradation. Short-range activation and longer-range inhibition permit a local peak to reinforce itself. On a finite domain the allowed wavenumbers must also intersect the unstable band; the displayed condition assumes continuously available modes.
Set and and retain linear terms. With , the Fourier mode has second derivative . Hence
The trace and determinant of this linearization are
A nonzero spatially constant steady state satisfies and , hence . The first derivatives of there are , while those of are . Thus
Since , both eigenvalues have strictly negative real part exactly when . For the equilibrium is unstable. At its linear eigenvalues are ; this is the marginal boundary and does not give asymptotic stability from linearization. The positive-trace criterion in the hint tests positive real parts; stability requires applying it to .
Choose the nondimensionalization
The chain rule gives and . Dividing the first equation by and the second by gives the required scaled reaction–diffusion system. Positive degradation and diffusion constants are assumed.
First interpret the decimal expansions as fractional expansions , with every . The resulting set is compact: a diagonal subsequence argument selects successively stabilized digits from any sequence in , and the tail bound proves convergence to the corresponding expansion.
It has empty interior. At level its points lie in decimal intervals, each of length , whose total length is . An interval of positive length could not lie in all these covers. Thus is closed and nowhere dense. Each translate is also nowhere dense, and the rational numbers are countable. The Baire category theorem applied to yields
Any point in this complement has the required property. If the printed description also permits integer digits before the decimal point, there are only countably many such integer parts, and negative expansions merely add reflected translates. This makes a countable union of translates or reflections of . The same countable-union argument therefore still proves that some real cannot be written as .
The Baire category theorem says that in a nonempty complete metric space, a countable intersection of open dense subsets is dense. Equivalently, such a space cannot be a countable union of nowhere dense sets: a set is nowhere dense when the interior of its closure is empty. Indeed the complements of those closures are open dense; their intersection is dense and in particular nonempty, so a countable union of the original sets cannot exhaust the space. The same argument shows that the complement of such a union is dense.
Within the prescribed uniform-density approximation, . Treating the given approximate pressure coefficient as one, the degeneracy pressure and specified kinetic-energy relation give
For a uniform sphere, , so shell assembly gives
Thus
At fixed mass, this energy has its minimum at , with . Expansion beyond this radius raises the energy, while strong compression costs positive energy growing as , faster than the attractive term. This explains radial stability of the model white dwarf. The numerical coefficient in inherits the approximate pressure law; a relativistic degeneracy law would change this stability argument.
Let the surface be at with vanishing external pressure. Multiply hydrostatic equilibrium by and integrate:
The other side is . Building the star one shell at a time identifies this as its negative gravitational potential energy . Therefore
If the star has nonzero surface pressure , the integration instead gives ; the requested form assumes .
At a positive equilibrium of the bounded Hill model, the mutual repression stability criterion becomes
Thus is necessary. Because the same is imposed in both synthesis functions, it is not sufficient for arbitrary unequal positive exponents. The additional equilibrium constraint is
Here is an exact criterion for all the printed exponent choices, including nonintegers. If and , multistability is possible: for large the intermediate equilibrium satisfies , , so both increase without bound and . These asymptotics follow by balancing and ; the limiting two algebraic equations have a nonsingular log-Jacobian when , so a nearby exact equilibrium exists for large . If both exponents are at most one, everywhere and multistability is impossible.
For the remaining case, interchange if necessary so . For each , let be the unique solution of
which exists because the left side is strictly decreasing; for the right side always exceeds one. Define
Then the exact answer for this remaining range is
This is a one-variable test depending only on , with no unknown . To prove it, parameterize all equilibria by . Implicit differentiation gives
The denominator is positive, and goes from zero to infinity as goes from zero to infinity. A negative-slope portion therefore forces two folds and an interval of three equilibria, with two attracting branches. If everywhere, is strictly increasing apart from possible isolated stationary points, so there is only one equilibrium for each . This is the common-strength Hill repression criterion.
For illustration and a closed test on the boundary , and
obtained at . In particular has but maximum , so it cannot be multistable. For positive integer exponents the allowed choices simplify to both exponents at least two, or one equal to one and the other at least four. For arbitrary real exponents the preceding exact criterion is needed; replacing it by would discard the common-strength constraint.
The unbounded power laws behave differently. Combining their equilibrium equations gives . If , there is exactly one positive equilibrium,
Its slope product is exactly , so it is attracting if and a saddle if , but there are never two isolated attracting equilibria. If , equilibria exist only when ; when this holds there is a whole curve of equilibria, with a zero tangent eigenvalue and transverse eigenvalue . This includes , , for every . A neutrally degenerate continuum is not bistability between isolated attractors. Thus these power laws do not generate ordinary multistability; boundedness was essential to the outer-root argument in part (a).
The nullclines are and , both decreasing curves in the positive quadrant. To their left/right the horizontal velocity is respectively positive/negative; below/above the second nullcline the vertical velocity is positive/negative. Bounded positive synthesis functions give an inward-pointing sufficiently large rectangle, while the axes point into the quadrant. More directly, put : , and for large enough . Continuity therefore gives a positive equilibrium.
At an equilibrium, the Jacobian matrix is , with eigenvalues . Its logarithmic-slope product is
because and . Thus a product exceeding one makes this equilibrium a saddle and gives . Immediately on its left , and immediately on its right . Since and is eventually negative, there must be other roots on both sides, crossing in the attracting direction. For simple roots those have , hence two negative Jacobian eigenvalues: the saddle separates at least two stable steady-state alternatives. The divergence is , so periodic attractors cannot replace these equilibria in a bounded planar region. Nongeneric flat crossings or intervals of equilibria require a nonlinear stability interpretation; the strict saddle inequality alone does not guarantee that every other root is hyperbolic. This is the usual mutual repression stability criterion behind bistability.
The conclusion also has a nonlinear trapping justification. Choose on the left of the saddle with ; such endpoints exist by the signs just proved. The rectangle is forward invariant: on the vertical edges, and , while the horizontal-edge velocities point inward or are tangent. The same construction on the right of the saddle gives a second disjoint trapping rectangle. Each contains a nonempty compact attracting invariant set, obtained by intersecting its nested forward images; strict vertical inwardness also rules out invariant boundary trajectories. If a downward crossing is isolated, endpoints can be taken arbitrarily close to it, proving nonlinear stability, and the absence of periodic orbits makes nearby trajectories converge to that equilibrium. Intervals of equilibria instead give attracting alternatives consisting of families, so bounded monotone functions without nondegeneracy do not necessarily produce two isolated hyperbolic attractors.
Figure 1.
Nullclines, flow directions and two stable equilibria separated by a saddle in a bounded mutual-repression model
. Details.
For the Fourier mode , substitution gives
The denominator is never zero for real , and numerator and denominator are complex conjugates, so . Parseval's identity therefore makes each step norm-preserving on square-summable grid data. The method is von Neumann stable for every , with no upper Courant restriction. It is an implicit nondissipative scheme; unconditional stability does not remove phase error or guarantee accuracy at a large time step.
Write , , and . The scheme is the trapezoidal time rule with a centered spatial derivative:
Insert a smooth exact solution of . Taylor expansion of the unnormalized one-step residual gives
All repeated time derivatives equal the corresponding spatial derivatives. The first two orders cancel, leaving
Thus the one-step local error is at fixed Courant number. If “local truncation error” is instead defined after division of the residual by , its order is ; these are two different normalizations of the same second-order method.
For , while . Thus the first harmonic mode dominates the particular term, and the remaining modes are higher order. Its coefficient is positive. The particular solution alone can be negative here and cannot describe the physical leading flow. Once , and the leading velocity gradient behaves as , singular at the corner although the velocity itself tends to zero.
With , the additive jump is , analytic inside the contour. Its Cauchy integral has and . Therefore , , and
The moment is indeed , as required. The principal-value Cauchy sum is , and the original left side becomes . Thus the recovered function satisfies both the equation and the self-consistency condition, and the homogeneous negative-index argument proves uniqueness.
The jump coefficient has one enclosed pole at zero and no enclosed zeros, because are outside. Its winding index is therefore . A homogeneous canonical pair is
Each is analytic and nonvanishing in its required finite domain; the exterior growth encodes the negative index. Dividing the unknown by these factors gives an additive jump
The Cauchy-integral solution for normally has an exterior coefficient . Since must decay, this coefficient must vanish. Thus the solvability condition is . Its only enclosed pole is zero, with residue , so
These are the negative-index scalar Riemann-Hilbert moment conditions for index minus one. There is no arbitrary polynomial addition: an entire addition respecting is zero by Liouville's theorem.
Let , with interior and exterior boundary values . The Sokhotski–Plemelj formula gives and . Write for the nonlocal scalar moment. Substitution into the integral equation yields
Thus the associated scalar Riemann-Hilbert problem is
The functions are analytic in their respective interior/exterior domains, and must ultimately equal the moment of the recovered jump; it is not an independently specified free constant.
With two offspring always, the backward equation becomes . Separation and the initial value give
Thus is geometric on the positive integers, and
This is a Yule process shifted down by one. It is not an inhomogeneous Poisson process. Given , its instantaneous jump rate is , a state-dependent random rate rather than a deterministic function of time. Also whereas , unequal to the mean for . Its mean arrival intensity does not turn its dependent increments and geometric marginals into Poisson ones.
Let , with finite offspring mean . Conditioning on the original cell's first exponential lifetime gives
Each of its offspring starts an independent copy of the process, which explains the factor . Changing to and differentiating yields , . Hence
Finite-mean truncation and this integral bound justify finite expectations and exclude explosion in finite time; it is not necessary to assume a bounded offspring count.
For the probability generating function, let . Independence of offspring populations gives the conditional generating function at a first division time. Thus
and differentiation of the changed-variable integral proves
For , the integrand is bounded, so this generating-function argument has the needed convergence even without higher offspring moments.

Pinned article: Introduction to the OurBigBook Project

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