A mean dominated by the gaps
Assumes Opacity, Line formation and Energy transport.
The interior of a star transports energy by diffusion. A photon is absorbed and re-emitted so many times on the way out that its progress is a random walk, and the net flux is proportional to the temperature gradient divided by a single number called the opacity.
There is no such thing as the opacity. What exists is , a function of frequency that varies by many orders of magnitude across the spectrum — smooth in some places and, where there are atomic transitions, a forest of narrow spikes. Reducing that function to one number is a choice, and the choice that appears in the transport equation is not the obvious one.
Why a harmonic mean
The rung below this one established what optical depth is and where a photosphere sits. The question here is different: given that the interior transports energy by diffusion, what single opacity does the diffusion equation want?
The diffusion flux at frequency is proportional to times the temperature gradient. The total flux is the integral of that over frequency. Setting the total equal to times the integral of defines
which is a harmonic mean of with a specific weight. Every part of that expression has a physical reading.
It is harmonic because transparencies add. What carries the flux is , the mean free path; two frequency channels in parallel carry the sum of their individual fluxes, exactly as two resistors in parallel carry the sum of their currents. An arithmetic average of resistances is the wrong quantity for a parallel network and an arithmetic average of opacities is the wrong quantity here.
The weight is rather than because the flux is driven by the gradient of the radiation field, not by the field. A frequency at which the Planck function is large but insensitive to temperature carries no net flux however transparent the gas is there.
And a harmonic mean is dominated by its smallest values. If a tenth of the spectrum is a hundred times more transparent than the rest, that tenth carries most of the flux and the harmonic mean sits close to its opacity. The Rosseland mean is therefore a measurement of the windows between the lines.
The other mean, and where it belongs
The Planck mean,
is an ordinary average and does what an ordinary average does: every line contributes in proportion to its strength. It is the right quantity for a thin medium, where each photon either escapes or is absorbed once and the question is what fraction is absorbed. It is the wrong quantity for a diffusive interior, and the two differ by a large factor whenever the spectrum has structure — for the synthetic case drawn at the top of this essay, by about seventy.
That factor is not a curiosity. It is the reason a single number quoted as “the opacity” is meaningless without saying which, and the reason a stellar atmosphere and a stellar interior use different ones for the same gas.
What that does to a table
The practical consequence is a statement about when adding data changes an answer.
Consider building an opacity table by including atomic transitions one species at a time. Each new species adds lines. In the Planck mean, every line added raises the answer in proportion to its strength, so the mean rises roughly linearly with the number of lines and the improvement is steady and unsurprising.
In the Rosseland mean, almost nothing happens. A new line covers a narrow interval of frequency and blocks it completely — but the flux simply goes round, through the windows either side, and the harmonic mean is unchanged. Adding lines to an opacity table is like adding obstacles to a wide river: until they overlap, the flow is the same.
And then they overlap. Once the lines are dense enough that the windows between them are themselves narrow, there is nowhere for the flux to go, and the Rosseland mean starts rising steeply. The transition is sharp, and it happens at a line density that depends on temperature and density, because both control how wide each line is.
What was actually measured, and what was computed
Almost nothing about a stellar interior opacity is measured. It is computed — from atomic structure calculations, level by level, for every ionisation stage of every element at every relevant temperature and density — and the reason this essay can talk about it as an observation is that the computation was checked against stars and failed.
Through the 1980s the standard tables under-predicted the opacity in a temperature range near 200,000 kelvin. Two long-standing discrepancies followed from it, and both were about pulsation:
The Cepheid mass discrepancy. The mass a Cepheid’s pulsation implied and the mass its position on the Hertzsprung–Russell diagram implied differed by twenty to forty per cent, consistently and in the same direction.
The β Cephei stars. A class of hot, massive, pulsating stars existed and no calculation could make them pulsate. Every model was stable.
Both were resolved between 1991 and 1994 by two independent recomputations of the opacities — the Livermore OPAL tables and the international Opacity Project — which included vastly more transitions of iron-group elements than their predecessors. The Rosseland mean near 200,000 K went up by a factor of two to three, and both discrepancies closed at once.
The absorber that decides where convection starts
The iron bump is the case where a change in the tables changed the answer. There is a second feature of the opacity curve that has always been in the tables and that decides something more basic, and it is worth setting out because it shows the harmonic mean behaving in the opposite way.
In the outer layers of a cool star the dominant absorber is not an atom but an ion that barely exists: a hydrogen atom with a second electron attached, bound by three quarters of an electronvolt. It is fragile, its abundance depends on the supply of free electrons — which at those temperatures come from the metals rather than from hydrogen — and its absorption is a smooth continuum rather than a forest of lines.
The consequence is an opacity that rises extremely steeply with temperature, roughly as the ninth or tenth power over the relevant range, because raising the temperature both ionises more metals and therefore supplies more electrons, and increases the population of the states that can capture them. That steepness is what makes the outer envelope of a cool star convective.
The argument is short. Convection begins where the temperature gradient required to carry the flux radiatively exceeds the adiabatic one, and the radiative gradient is proportional to the opacity. An opacity rising as a high power of temperature therefore makes the radiative gradient rise steeply with depth, and it crosses the adiabatic value at a definite place. Above that place the star is radiative and below it, it boils.
So the depth of a star’s convection zone is set by the behaviour of a weakly bound ion, and the fact that cool stars have deep convective envelopes and hot ones do not is a statement about where that ion can exist. It is also why the boundary between the two behaviours falls where it does on the main sequence: above about 7,500 kelvin at the surface, hydrogen is ionised, the negative ion has nothing to form from, and the envelope stays radiative.
A mean opacity is usually a summary of many contributions and occasionally the property of one species, and where it is the second, everything downstream inherits that species’ peculiarities.
The test that is not circular
There is a fair objection to all of this: the opacities were adjusted until the stars worked, so of course the stars work.
Three things answer it.
The recomputations were not fits. OPAL and the Opacity Project were atomic-physics calculations undertaken for their own reasons, with no pulsation constraint anywhere in them, and they agreed with each other to a few per cent while disagreeing with the older tables by a factor of two.
They made a prediction that had not been used. The same tables predicted a further, weaker opacity feature from nickel and iron near 100,000 K, which drives the pulsations of subdwarf B stars — a class whose variability was discovered in 1997, after the tables, and which the older opacities cannot produce.
And helioseismology tested them somewhere else entirely. The Sun’s oscillation frequencies fix its internal sound speed to better than a part in a thousand over most of its radius, and the sound speed depends on the opacity through the temperature gradient. The new tables improved the agreement between the standard solar model and the seismic profile; the old ones could not be made to fit.
How a table is actually used
A stellar model does not evaluate the integral in the definition. It looks the answer up, and the mechanics of that lookup contribute an error term that is rarely quoted and is not always negligible.
An opacity table is a grid: the Rosseland mean tabulated against temperature and against a density-like variable, for a set of compositions specified by the hydrogen fraction and the metal fraction. A model integrating a star’s structure needs the opacity at whatever temperature, density and composition it has arrived at, which is almost never a grid point, so the value is interpolated — bilinearly in the two thermodynamic variables and then between composition tables.
Two things make that harder than it sounds. The surface being interpolated is not smooth: the ionisation bumps described above are genuine sharp features, and an interpolation across one of them either smooths it, which changes the structure, or overshoots, which introduces oscillations. And the derivatives of the opacity matter as much as its value, because whether a layer is convective depends on comparing two gradients — so an interpolation scheme that reproduces the opacity to a per cent and its logarithmic derivative to twenty is inadequate for the one thing the model most needs.
The standard practice is therefore to interpolate in the logarithms of everything, on a grid fine enough that the bumps are resolved, with a scheme that preserves monotonicity where the underlying function is monotone. Different stellar-evolution codes make different choices, and comparisons between codes run on identical physics have found differences in derived quantities — convective boundary positions, main-sequence lifetimes — that trace back to interpolation rather than to any disagreement about the physics.
There is a further seam where two tables meet. Interior tables and atmospheric tables are computed by different groups with different assumptions, and a model has to join them somewhere in the outer envelope. The join is a discontinuity in a quantity whose derivative is structurally important, and smoothing it is a matter of convention rather than of physics.
The composition dimension has a seam of its own, and it is the one that has moved most. A table is computed for a fixed pattern of heavy elements — so much oxygen relative to iron, so much neon relative to oxygen — and scaled by an overall metallicity. A star whose pattern differs from the assumed one, which is every star that is not a young disc star, is being described by a table computed for something else.
That matters because the elements contributing most to the opacity at a given temperature are not the ones contributing most to the mass. Near the base of a solar-type convection zone, oxygen and neon carry much of the bound-free absorption while iron carries much of the line blanketing deeper in, so a composition revision that lowers oxygen and leaves iron alone changes the opacity by a different factor at every depth. Rescaling a solar-pattern table by a single metallicity cannot represent that, and the tables now used for the revised solar composition were recomputed rather than rescaled — which is the correct response and is not always what is done for other stars.
The practical shortcut, where a recomputation is not available, is to carry two metallicities — one for the α elements and one for iron — and interpolate between two table families. That reproduces the leading effect and not the ordering of the ionisation bumps, which depends on the pattern in detail.
A quantity computed to a few per cent and used through a grid, an interpolation and a join is not known to a few per cent, and the difference between the two figures is one of the quieter systematic errors in stellar astrophysics.
Where the model stops
Line lists are still incomplete. The number of transitions in a modern table runs to hundreds of millions, and completeness matters in exactly the regime this essay is about — the windows. A missing line in a window costs more than a missing line in a crowded region, and missing lines are by construction the ones nobody has computed.
The mean assumes local thermodynamic equilibrium. The derivation above put a Planck function in the weight, which requires the radiation field to be very nearly thermal. Deep in a star it is. In an atmosphere, and in the outer layers of a hot star where the density is low, it is not, and the Rosseland mean loses its meaning there rather than merely losing accuracy.
And a mean is a scalar where the truth is a spectrum. Two gases with the same Rosseland mean and entirely different behave identically in a diffusive interior and completely differently anywhere the flux is not diffusive. A model that carries only the mean cannot know which it has.
There is also a live discrepancy. The solar composition was revised downwards in the 2000s on the strength of better atmospheric models, and the revised composition does not reproduce the seismic sound speed. Raising the opacity near the base of the convection zone by fifteen per cent would fix it, and a 2015 laboratory experiment on iron plasma at the right conditions measured an opacity that high — against a calculation that says otherwise. The disagreement is unresolved, and it is the only case in this subject where a stellar interior opacity has been measured in a laboratory at all.
The generalisation
The lesson is about which average a physical law asks for, and it is not confined to radiation.
Thermal conductivity through a layered composite is a harmonic mean across the layers and an arithmetic mean along them, and the two differ by orders of magnitude for the same material. Electrical resistance in a network is the same statement. The effective viscosity of a suspension, the effective permeability of a rock, the effective yield of a galaxy that loses gas — each is a case where a heterogeneous quantity is summarised by one number, and each has a different right answer depending on whether the paths are in series or in parallel.
The rule that covers all of them: average the quantity that adds. For a flux through parallel channels that is the conductance, so the mean is harmonic. For an absorption along one path it is the opacity itself, so the mean is arithmetic. Getting it backwards does not give a slightly wrong answer; for a spectrum with structure in it, it gives an answer wrong by a factor of seventy.
Where this ladder goes next
Later rungs on this anchor: opacity in the non-equilibrium regime, where a Rosseland mean does not exist and the transfer equation has to be solved frequency by frequency; conductive opacity, which takes over in degenerate matter and makes a white dwarf’s interior nearly isothermal; molecular and dust opacities in the coolest atmospheres, where the absorbers are no longer atoms; the opacity of the intergalactic medium, which is a different physical problem with the same formalism; and the laboratory measurements, which are the only external check on a quantity that otherwise reaches the observations only through a stellar model.
About the same objects
Not linked from either essay — found by the objects both name.
- A background weighed by what it stops mean free path · optical depth
- The darkness a field pays for opacity · optical depth
- Two skies where the paradox comes out right mean free path · optical depth
- Why the sky is dark mean free path · optical depth
What links here
The 8 of 9 essays linking to this one that name the most of the same objects.
- A better measurement that made the model worse starlight
- A clock with no fuel in it stars
- A continuum that was never observed starlight
- A flux that is a thermometer to a tenth of a per cent stars
- A birth rate measured from light nothing young emitted galaxies
- An equation of state is already a star stars
- The continuum is made by one atom in ten thousand starlight
- The only thing that leaves the centre stars
The objects this essay names
Each one links to every other essay that touches it.
Bound bound absorptionFlux weightingHarmonic meanIron bumpLine blanketingMean free pathOpacityOpacity projectOptical depthPlanck meanRadiative diffusionRosseland mean