Take and normalize the Big Bang to . The cosmological perfect-fluid continuity equation for pressureless matter makes a positive constant. The flat Friedmann equation consequently reads
Putting gives , which is directly integrable. The expanding flat dust universe with a cosmological constant has
For negative cosmological constant, the last expression describes expansion and contraction on . Its maximum is at ; it reaches zero again at . Positive or zero cosmological constant gives unbounded expansion and no finite maximum. All three have infimum zero at their initial singularity; negative cosmological constant also gives zero at the final singularity, with no positive minimum.
For positive cosmological constant, expanding the hyperbolic sine shows at early times: pressureless matter dominates. At late times,
Thus the expansion changes from matter-dominated deceleration to exponential acceleration. Indeed changes sign at .
Figure 1.
Flat dust expansion for positive, zero and negative cosmological constant, with a common early-time normalization
. Details.
Normalize today's scale factor to and use . A source of bolometric luminosity emits photons whose energies arrive smaller by , and whose arrival intervals are longer by . Their wavefront has physical area . The received radiative flux is therefore
By the definition of luminosity distance, , so . The final equality assumes the stated normalization of the scale factor; it is not a formula invariant under an arbitrary rescaling of .
A radial null geodesic of the FRW metric obeys . Using and gives the radial comoving distance
For this last integral is , continued along the radial coordinate when necessary; for it is . Inverting, with , proves
Here is sine for positive spatial curvature of an FLRW universe, hyperbolic sine for negative spatial curvature of an FLRW universe, and its argument for zero spatial curvature of an FLRW universe. The flat case is the continuous limit , not a literal division by zero. The original PDF has in the denominator and ; the converted TeX loses these details.
The cosmological perfect-fluid continuity equation gives . In a flat universe the Friedmann equation then gives , where . Writing , the angular diameter distance obtained from the luminosity distance is
It is positive for , starts at zero and tends to zero as for every , including where the radial comoving distance itself is unbounded. Differentiation gives the constant-equation-of-state angular diameter distance maximum:
For the stationary equation is , which has exactly one solution greater than one. For the derivative has the sign of . Hence this stationary point is always the unique maximum.
To determine the sketch's shape, differentiate :
with limiting value at . The inequality follows because has its unique minimum zero at one. Thus decreases from infinity as to as . Useful points are at , at , and at . The endpoint is excluded: there increases to an asymptote and has no finite turning point.
Normalize the region's reference scale factor to one. Pressureless matter has , so the closed Friedmann equation is
The expanding branch can reach only , where . Substitute . Since and , cancellation on gives
Integration from the Big Bang establishes
The same parametrization continues through spherical-collapse turnaround at onto the contracting branch up to . Its maximum-expansion time is .
The outer factor is explicitly , the normalized scale factor of an Einstein-de Sitter universe, with the same enclosed mass and initial bang time as the region. The correction describes a fractional reduction of the region's radius relative to this background:
For fixed mass, density varies as inverse radius cubed, so . The growing linear density contrast is therefore
The full spherical collapse reverses its expansion at and reaches zero radius at , corresponding to . In the ideal cold, pressureless model this makes the nonlinear density contrast infinite. Extrapolating the linear growing mode to that same time instead gives the finite linear spherical-collapse threshold
This is an extrapolation of a linear perturbation, not an accurate finite-radius approximation at the moment of collapse. Virial equilibrium requires relaxation of the cold coherent motion and replaces the ideal singular endpoint.
The regional mass density is , while the Einstein-de Sitter universe has . Substituting the parametric spherical collapse from part (a) yields
At spherical-collapse turnaround, , and hence
For an isolated uniform sphere, the Newtonian gravitational potential energy is . At spherical-collapse turnaround the coherent kinetic energy is zero, so conservation of energy fixes . At virial equilibrium, the virial theorem gives , hence . Equating these energies proves the virial radius from turnaround energy:
This uses the same mass and gravitational structure coefficient before and after collapse and neglects boundary pressure, mass loss and external energy exchange.
If virial equilibrium is assigned to , the sphere's density is eight times its turnaround density, whereas the background mass density has decreased by four. Consequently
The often quoted value is a density ratio; the density contrast defined as is smaller by one. This finite virialized estimate and the infinite cold-collapse contrast in part (b) describe different physical endpoints.
First fix a genuine normalization error in the original PDF: the Gaussian exponent uses , so must be the standard deviation, the variance is , and the normalized probability density function is
The printed prefactor has only under its square root; its integral is rather than one. Use the normalized normal distribution above.
The one-scale probability of exceeding the linear spherical-collapse threshold is . In the Press-Schechter formalism, the mass fraction above is assigned to
The factor two is necessary to recover all the mass in the hierarchical limit : the uncorrected one-point upper tail tends to only one half. A precise justification is available in the excursion-set description of halo formation with a sharp-k smoothing filter. The smoothed Gaussian random field then becomes Brownian motion in its variance . Reflecting a trajectory after its first crossing of pairs trajectories which crossed but end below the threshold with those which end above it. The Brownian reflection principle therefore gives .
This multiscale mass assignment is an extra modelling prescription: a Gaussian one-point probability and a collapse threshold alone do not mathematically determine a halo mass function. The “all matter” normalization additionally assumes arbitrarily large small-scale variance; a finite variance cutoff leaves an uncollapsed fraction.
Differentiate at fixed and fixed :
For decreasing , a mass interval contains the positive fraction . Its comoving mass is , so division by halo mass gives the Press-Schechter halo mass function:
The absolute value, or equivalently a minus sign multiplying , is essential for a positive abundance. The original PDF correctly places absolute values around the abundance and the full derivative expression; these bars are lost in the converted TeX. The density is comoving, so the prefactor uses today's matter mass density, rather than the physical density at redshift .
In the Maxwell-Boltzmann velocity distribution, each Cartesian component has mean-square velocity . Thus . The original PDF calls this quantity an rms velocity, but the rms speed is its square root. Also, its must mean the dimensionless mean occupation number , since its equilibrium value is a Planck photon distribution; it is not the frequency-integrated photon number density.
Take at a fixed local radiation temperature. Because is proportional to frequency,
The hot-electron Kompaneets equation therefore becomes
For traversal length , the Compton y parameter is
It measures electron pressure integrated along the line of sight, or the Thomson scattering optical depth weighted by . In this hot-electron limit the mean fractional energy gain is approximately . The derivation assumes nonrelativistic electrons, Thomson-limit photon energies and . The original PDF uses , as required for ordinary frequency; the converted TeX incorrectly substitutes .
Write , with and . Differentiating the Planck photon distribution gives
Dividing by proves the first-order thermal Sunyaev-Zeldovich effect:
In the Rayleigh-Jeans law limit, and , so . In the Wien approximation, the prefactor approaches and the bracket approaches , so . The last limit is an asymptotic description of the first-order coefficient: a perturbative prediction at large still requires .
Hot electrons transfer energy to the cosmic microwave background, removing low-frequency photons and enhancing the high-frequency tail. The first-order distortion crosses zero where , at ; for today's CMB this is near . Photon conservation follows directly from the boundary term
In contrast, integration by parts gives , so radiation gains a fraction of its original energy. The thermal Sunyaev-Zeldovich effect is thus a spectral distortion, not simply a new blackbody temperature.
A galaxy cluster with bulk peculiar velocity along the line of sight additionally produces the kinetic Sunyaev-Zeldovich effect. Define for recession and . To first order in velocity and optical depth, : receding gas gives a decrement and approaching gas an increment. Its occupation number perturbation is , the spectrum of a small blackbody temperature change. It remains nonzero at the thermal null and therefore complicates measurements near that frequency.
There is a genuine flux typo in the original PDF. A received bolometric radiative flux must have inverse-square luminosity distance, so the physically consistent thermal bremsstrahlung expression is . The printed single power of cannot imply the requested Hubble constant scaling.
For an approximately uniform, spherical galaxy cluster let its depth be , where is a fixed geometrical factor. With fixed profile coefficients , the Rayleigh-Jeans law limit of the thermal Sunyaev-Zeldovich effect and the bolometric X-ray radiative flux give
Eliminate the electron number density and use :
The cluster distance from Sunyaev-Zeldovich and X-ray signals is consequently
At low cosmological redshift, , so
when the other observables and profile parameters are held fixed. With the PDF's literal instead, , independent of distance: this explicitly shows why the correction is necessary.
Real galaxy clusters are neither uniform nor generally spherical. The inferred depth depends on the ratio of line of sight depth to transverse extent; elongation and orientation selection therefore bias the distance. density clumps enhance X-ray emission, which weights , more than the thermal Sunyaev-Zeldovich effect, which weights . An unmodelled gas clumping factor greater than one makes the inferred distance too small and the inferred Hubble constant too large in this simple model. Temperature gradients and multiple thermal components bias the X-ray spectral temperature relative to the pressure-weighted Compton y parameter. Metals alter the cooling spectrum, and finite X-ray bands require a spectral and redshift correction to the bolometric approximation. Relativistic thermal corrections, the kinetic Sunyaev-Zeldovich effect, radio sources and primary Cosmic microwave background anisotropy contaminate the signal. Finally, calibration, angular-profile fitting and low-redshift peculiar velocities affect the observables and the relation between measured redshift and expansion distance.
Define neutral-hydrogen column density along a ray by , in atoms per unit area. The neutral-hydrogen column-density distribution per redshift is
so is the expected number of absorbers in those intervals along one sightline. A logarithmic column bin instead has distribution ; the bin convention must be specified.
Let be a constant comoving number density and a constant physical interception area. The corresponding physical number density is . Proper light-path length satisfies . The expected intersection count, or first-order probability in infinitesimal , is therefore
The Friedmann equation, the constant-equation-of-state density scaling for pressureless matter, and the present cosmological density parameters give
Combining them yields the absorber incidence and comoving number density relation
Here the constant cross-section is physical, as required for this result; a fixed comoving cross-section would instead decrease in physical area as . It is convenient to define absorption distance by and , so a population with these non-evolution assumptions has constant incidence per .
A useful description of the low-column Lyman-alpha forest at is a power law , with around – over the ordinary unsaturated forest range. The same column dependence holds for at a fixed redshift. It is not a universal unbroken power law: saturation, increased neutral fraction and changing absorber populations produce breaks. Lyman limit systems become optically thick at because with . Damped Lyman-alpha systems have and strong radiative damping wings. They are rare in number but contain substantial neutral mass. The highest-column distribution steepens or cuts off rather than extending indefinitely.
Figure 1.
Schematic neutral-hydrogen column distribution showing the forest, optically thick Lyman-limit systems and damped systems
. Details.
This sketch shows representative shapes and transition scales, not an observational fit; its ordinate is distribution per unit column, not counts per logarithmic bin. In an Einstein-de Sitter universe, , so a fixed comoving population with fixed physical cross-section above a fixed column threshold has . Thus
The observed redshift evolution of the Lyman-alpha forest is much stronger for commonly selected forest lines. For example, Kim, Cristiani and D'Odorico's absorption survey finds an index about in for over , corresponding to an increase by approximately . This number is selection-dependent. Expansion changes the gas density, and the evolving cosmic ionizing background changes its neutral fraction through photoionization equilibrium, moving systems across a fixed neutral-column threshold. Structure also evolves. A non-evolving population with fixed physical cross-section is therefore not an adequate physical model of the observed forest.
Use absorption distance and its distribution . Summing hydrogen columns per unit gives . The physical light-path length per is
The mean neutral-hydrogen number density is therefore . Divide by to obtain its comoving density, multiply by hydrogen atomic mass, and divide by today's mass critical density . This derives the neutral gas density from an absorption distribution:
If “neutral gas” includes helium, replace by , with a stated abundance correction approximately . Equivalently, for the distribution per redshift the prefactor inside the integral is multiplying . In the PDF's energy-density convention, both the mass density and critical density are multiplied by , leaving their ratio unchanged. The usual quoted abundance uses comoving mass density relative to today's critical density; a ratio of physical density to the epoch's critical density instead multiplies this answer by .
To infer total gas, one needs the neutral fraction for each absorber. The ionized gas density from an absorption distribution is
This is an ionization-corrected integral, not an inference available from the observed columns alone. For optically thin, almost fully ionized hydrogen, photoionization equilibrium gives . If the absorbing depth is specified, and
Thus photoionization rate, temperature and depth are all needed.
One useful physical closure sets to a local Jeans length, , with local gas fraction . Solving then gives the Jeans-length ionization correction for the Lyman-alpha forest:
This illustrates why weak, highly ionized forest lines can dominate the total gas inventory even though damped Lyman-alpha systems dominate the neutral-column-weighted inventory. It is a model for locally confined optically thin gas; optically thick Lyman limit systems and damped Lyman-alpha systems require a separate radiative transfer treatment. The physical basis and observational application of this closure are developed in Schaye's absorption-based matter-density calculation.
No measured normalization of the neutral-hydrogen column-density distribution, ionizing field or gas temperature is supplied, so the paper's formulas do not determine numerical densities on their own. With observational data and suitable ionization corrections, the high-redshift Lyman-alpha forest gives a total gas density of order a few relative to today's critical density, comparable to the cosmological baryon density – for . The conclusion is that a large fraction of baryons at reside in diffuse ionized gas, rather than that every baryon has been individually accounted for. Schaye's analysis and Kim and collaborators' survey support that interpretation under their stated gas and ionizing-background assumptions.
The neutral-gas reservoir traced predominantly by damped Lyman-alpha systems is much smaller, of order in the same convention. It is broadly comparable in order of magnitude to today's luminous stellar matter, whose cosmic stellar mass density is a few , but exact comparisons depend on cosmology, helium correction and which stellar components are counted. Storrie-Lombardi, McMahon and Irwin's neutral-gas census finds especially close comparison with present stellar disks. Most high-redshift gas is ionized; the smaller neutral reservoir has a mass of roughly the same order as today's visible stellar population. This comparison does not imply that the measured neutral reservoir alone simply becomes all present-day stars: gas accretion, recycling, ionization changes and outflows continue during galaxy evolution.
The neutral gas density from an absorption distribution is comparatively robust for high columns where the hydrogen is mostly neutral, but saturated lines, dust-obscured quasars, incomplete surveys and small numbers of rare high-column systems affect the integral. The ionized gas density from an absorption distribution has additional systematic uncertainty in the cosmic ionizing background, temperature, absorber depth, helium treatment and small-scale density inhomogeneity. At low columns, line blending and incompleteness matter; at high columns, attenuation makes an optically thin ionization correction invalid. A single power law extrapolated outside the measured column range can also produce a misleading mass integral. Hot gas, molecular gas and gas missed by the selected absorption population are not included automatically. These are observational and modelling qualifications to a baryon census, not failures of the column-mass accounting itself.

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