The observed sky

A ten-metre mirror that resolves like a ten-centimetre one

The atmosphere delivers a wavefront in patches about ten centimetres across, and an aperture larger than a patch collects patches rather than detail. Resolution stops improving at that size — and what the extra aperture keeps buying is photons and speckles, which is why there are two entirely different ways out.

Assumes Refraction, Angular diameter and Occultations.

The resolution of a telescope in vacuum is 1.03λ/D1.03\lambda/D and it improves without limit as the aperture grows. A 39-metre mirror at 500 nm resolves three milliarcseconds — a coin at four hundred kilometres.

Put that mirror under an atmosphere and it resolves one arcsecond, which is what a ten-centimetre mirror resolves. Not somewhat worse: the same, to within a per cent, and the same as every other aperture larger than about ten centimetres.

Resolution stops improving at 10 cm of aperture. Angular resolution against aperture at 500 nm, both logarithmic. The falling line is diffraction alone, 1.03 λ/D, which is what a telescope in vacuum delivers and has no floor. The curve is the same telescope under an atmosphere of Fried parameter r₀ = 10 cm, combining diffraction and seeing in quadrature: it follows the diffraction line while D < r₀ and then bends onto a plateau at 0.98 λ/r₀ = 1.01″. An amateur's 100 mm at 0.1 m would resolve 1.062″ above the air and delivers 1.47″ through it; a metre at 1 m would resolve 0.106″ above the air and delivers 1.02″ through it; the VLT at 8.2 m would resolve 0.013″ above the air and delivers 1.01″ through it; the ELT at 39 m would resolve 0.003″ above the air and delivers 1.01″ through it. At 39 m the atmosphere is costing a factor of 371: the aperture is 390 coherence lengths across and every one of the 152,100 patches it collects arrives with a phase of its own. What the extra aperture still buys is photons and speckles, and those two are what adaptive optics and speckle interferometry respectively spend to get the falling line back.
Fig. 1 Angular resolution against aperture at 500 nm, both logarithmic. The falling line is diffraction alone, 1.03λ/D1.03\lambda/D, which has no floor. The curve is the same telescope under an atmosphere of Fried parameter r0=10r_0 = 10 cm, combining diffraction and seeing in quadrature: it follows the diffraction line while D<r0D < r_0 and then bends onto a plateau at 0.98λ/r0=1.010.98\lambda/r_0 = 1.01''. At 39 m the atmosphere is costing a factor of 371 — the aperture is 390 coherence lengths across, and every one of the 152,100 patches it collects arrives with a phase of its own.

The atmosphere delivers the wavefront in pieces

Light from a star arrives at the top of the atmosphere as a plane wave, to an accuracy no instrument can question: the source is effectively at infinity and the intervening space is empty.

It does not arrive at the ground that way. Air’s refractive index depends on its temperature, turbulent mixing produces cells of slightly different temperature at every scale from millimetres to hundreds of metres, and a wavefront crossing them accumulates path-length differences. By the time it reaches a mirror it is corrugated: flat over small patches, and mismatched between them.

The length that quantifies this is the Fried parameter r0r_0, defined as the diameter over which the wavefront’s root-mean-square phase error reaches about one radian. At a good site at 500 nm it is 10 to 20 centimetres; at a poor one, 5. It depends on wavelength as λ6/5\lambda^{6/5}, which is why the infrared is easier, and on the airmass as (cosz)3/5(\cos z)^{3/5}, which is why nobody observes near the horizon.

An aperture smaller than r0r_0 sees one flat piece of wavefront and behaves exactly as it would in vacuum. An aperture larger than r0r_0 sees (D/r0)2(D/r_0)^2 pieces, tilted with respect to one another, and forms (D/r0)2(D/r_0)^2 separate images of the star scattered over an angle λ/r0\lambda/r_0.

Resolution stops improving at 60 cm of aperture. Angular resolution against aperture at 2200 nm, both logarithmic. The falling line is diffraction alone, 1.03 λ/D, which is what a telescope in vacuum delivers and has no floor. The curve is the same telescope under an atmosphere of Fried parameter r₀ = 60 cm, combining diffraction and seeing in quadrature: it follows the diffraction line while D < r₀ and then bends onto a plateau at 0.98 λ/r₀ = 0.74″. An amateur's 100 mm at 0.1 m would resolve 4.674″ above the air and delivers 4.73″ through it; a metre at 1 m would resolve 0.467″ above the air and delivers 0.88″ through it; the VLT at 8.2 m would resolve 0.057″ above the air and delivers 0.74″ through it; the ELT at 39 m would resolve 0.012″ above the air and delivers 0.74″ through it. At 39 m the atmosphere is costing a factor of 62: the aperture is 65 coherence lengths across and every one of the 4,225 patches it collects arrives with a phase of its own. What the extra aperture still buys is photons and speckles, and those two are what adaptive optics and speckle interferometry respectively spend to get the falling line back.
Fig. 2 The same plot at 2.2 microns, where the coherence length has grown to sixty centimetres. Both curves move — the diffraction line up, because the limit goes as the wavelength, and the plateau down, because r0r_0 goes as λ6/5\lambda^{6/5} and the plateau as λ/r0λ1/5\lambda/r_0 \propto \lambda^{-1/5} — and the bend moves right by a factor of six. So the infrared is better in the one respect that matters here and worse in raw resolution, and the two effects nearly cancel for a small telescope. What does not cancel is where the bend is: an eight-metre telescope is thirteen coherence lengths across in the infrared and eighty in the visible, and every remedy below scales with the square of that number.
Three apertures, one image. Long-exposure image profiles for 0.1 m, 1 m, 10 m apertures at 500 nm through an atmosphere of r₀ = 10 cm, each normalised to its own peak. Solid: through air. Dashed: what the same aperture would deliver in vacuum. The vacuum widths differ by a factor of 100 — 1.062″, 0.106″, 0.011″ — and the through-air widths differ by a factor of 1.451: 1.466″, 1.016″, 1.011″. The three solid curves are, for practical purposes, one curve. Each profile is drawn as a Gaussian of the correct full width at half maximum, which is an approximation to a real long-exposure profile — the wings of the true one are heavier — and the width, which is what the figure is about, is exact. What this picture cannot show is the exposure. In a millisecond the image is not this at all: it is 10,000 separate diffraction-limited speckles for the largest aperture here, each one as narrow as the dashed curve, scattered across the width of the solid one. Averaging them for a second is what produces the blur, and every technique that beats it works by not averaging.
Fig. 3 Three apertures, one image. Long-exposure profiles for 0.1, 1 and 10 metres at 500 nm through r0=10r_0 = 10 cm, each normalised to its own peak: solid through air, dashed what the same aperture would deliver in vacuum. The vacuum widths differ by a factor of 100 — 1.0621.062'', 0.1060.106'', 0.0110.011'' — and the through-air widths differ by a factor of 1.451, being 1.4661.466'', 1.0161.016'' and 1.0111.011''. The three solid curves are, for practical purposes, one curve. Each is drawn as a Gaussian of the correct full width at half maximum, which is an approximation whose width is exact and whose wings are lighter than a real profile’s.

What the extra aperture is still buying

A large telescope under an atmosphere is not a waste, and saying why is the useful part.

Photons, as D2D^2. Collecting area is the reason an 8-metre telescope reaches magnitude 27 and a 10-centimetre one reaches 13, and no atmospheric effect touches it — the magnitude scale runs backwards over sixty magnitudes and aperture is what moves an object along it. Sensitivity and resolution are separate goods and only the second is capped.

Speckles, as (D/r0)2(D/r_0)^2. In a short exposure — under about ten milliseconds, before the pattern reshuffles — the image is not a blur at all. It is a scatter of sharp dots, each one a diffraction-limited image of the star formed by one coherent patch, each as narrow as the dashed curves above, spread over the seeing disc.

That second one is the whole reason the situation is recoverable. The information about fine structure has not been destroyed; it has been scrambled and then, in a long exposure, averaged away. Anything that avoids the averaging can get it back.

Three apertures, one image. Long-exposure image profiles for 0.1 m, 1 m, 10 m apertures at 500 nm through an atmosphere of r₀ = 5 cm, each normalised to its own peak. Solid: through air. Dashed: what the same aperture would deliver in vacuum. The vacuum widths differ by a factor of 100 — 1.062″, 0.106″, 0.011″ — and the through-air widths differ by a factor of 1.130: 2.284″, 2.024″, 2.021″. The three solid curves are, for practical purposes, one curve. Each profile is drawn as a Gaussian of the correct full width at half maximum, which is an approximation to a real long-exposure profile — the wings of the true one are heavier — and the width, which is what the figure is about, is exact. What this picture cannot show is the exposure. In a millisecond the image is not this at all: it is 40,000 separate diffraction-limited speckles for the largest aperture here, each one as narrow as the dashed curve, scattered across the width of the solid one. Averaging them for a second is what produces the blur, and every technique that beats it works by not averaging.
Fig. 4 The same three apertures at a poor site, where the coherence length is five centimetres rather than ten. Every through-air profile is twice as wide and the three are, again, one curve — the plateau has moved and the collapse onto it has not changed. The ten-centimetre aperture is now two coherence lengths across rather than one, so even it has lost its vacuum performance, which is the practical definition of a bad night: the aperture below which a telescope behaves as though it were in space has fallen below the size of a camera lens.
152,100 speckles across the largest mirror drawn. The number of atmospheric coherence patches an aperture spans, (D/r₀)², against aperture, at r₀ = 10 cm. It is one at 10 cm, 100 at a metre and 152,100 at 39 m. Every one of them delivers a diffraction-limited image of the star, 0.003″ across for the largest aperture here, pointing somewhere slightly different — so a short exposure is a scatter of sharp dots and a long one is their average. The count is the reason both ways out of the atmosphere are expensive in the same way: adaptive optics has to sense and correct 152,100 patches faster than they change, which is a few milliseconds, and speckle interferometry has to record enough short exposures to average the 152,100-fold randomness away. Both scale as the same number, which is why a bigger telescope is harder to fix as fast as it is better once fixed.
Fig. 5 The count that both remedies scale with. Coherence patches across an aperture, (D/r0)2(D/r_0)^2: one at 10 cm, 100 at a metre, 152,100 at 39 m. Adaptive optics has to sense and correct that many patches faster than they change, which is a few milliseconds; speckle interferometry has to record enough short exposures to average that much randomness away. Both scale as the same number, which is why a bigger telescope is harder to fix as fast as it is better once fixed — and why the correction problem got harder by four orders of magnitude between a 1-metre telescope and the ELT.

What was actually measured

Seeing is not measured by looking at a picture and estimating how blurred it is. That estimate exists — the “seeing” quoted at an observatory is a full width at half maximum in arcseconds — but it is a derived quantity, and what the instrument records is something else entirely.

The standard instrument is a differential image motion monitor: a small telescope with two subapertures a fixed distance apart, each forming its own image of the same star through a prism that separates them. Both images dance, because each subaperture sees a differently tilted patch of wavefront. What is recorded is the variance of the separation between the two images, over a few thousand frames.

That variance is the observable. It is differential, so the telescope’s own tracking errors, wind shake and mount flexure cancel — both images move together under those and the separation does not change. And the theory of atmospheric turbulence gives a direct relation between the variance of the differential tilt over a known baseline and r0r_0, so a distribution of a measured angle becomes a length. The chain has the shape every measurement on this site has: an observable, a model, and a quantity that was never observed.

Resolution stops improving at 5 cm of aperture. Angular resolution against aperture at 500 nm, both logarithmic. The falling line is diffraction alone, 1.03 λ/D, which is what a telescope in vacuum delivers and has no floor. The curve is the same telescope under an atmosphere of Fried parameter r₀ = 5 cm, combining diffraction and seeing in quadrature: it follows the diffraction line while D < r₀ and then bends onto a plateau at 0.98 λ/r₀ = 2.02″. An amateur's 100 mm at 0.1 m would resolve 1.062″ above the air and delivers 2.28″ through it; a metre at 1 m would resolve 0.106″ above the air and delivers 2.02″ through it; the VLT at 8.2 m would resolve 0.013″ above the air and delivers 2.02″ through it; the ELT at 39 m would resolve 0.003″ above the air and delivers 2.02″ through it. At 39 m the atmosphere is costing a factor of 742: the aperture is 780 coherence lengths across and every one of the 608,400 patches it collects arrives with a phase of its own. What the extra aperture still buys is photons and speckles, and those two are what adaptive optics and speckle interferometry respectively spend to get the falling line back.
Fig. 6 What the published number is a statement about. Halving the coherence length doubles the plateau and moves the bend to five centimetres, so the whole family of telescopes larger than a fist delivers two arcseconds instead of one. A site survey’s job is to place this curve, and the quantity it places is a median over years — the distribution of nightly r0r_0 at a good site is broad enough that the best decile approaches the infrared curve above and the worst is off the bottom of any plot. Quoting a site by its median seeing is quoting one number for a distribution whose tails are what the difficult programmes are actually scheduled against.

The number that gets published is therefore a statistic and not a measurement of any single thing. A seeing of 0.60.6'' at a site means the differential image motion monitor’s variance, converted through a turbulence model, corresponds to an r0r_0 of about 17 cm, which through 0.98λ/r00.98\lambda/r_0 corresponds to a long-exposure width of 0.60.6'' at 500 nm. Three conversions, one of which contains a model of the turbulence spectrum.

Two ways out, and they are opposites

The remedies divide by whether they fight the atmosphere or accept it.

Adaptive optics fights it. A wavefront sensor measures the corrugation, a deformable mirror with hundreds to thousands of actuators applies the negative of it, and the corrected wavefront is flat again. It has to run faster than the atmosphere changes — a kilohertz — and it needs a bright enough reference source — a star of known brightness is not required, only a bright one — within the isoplanatic angle, a few tens of arcseconds, over which the corrugation is the same. Where no natural star is close enough, a laser is fired to excite sodium atoms at 90 km and make one.

Speckle interferometry accepts it. Take thousands of exposures short enough to freeze the pattern; each contains the full diffraction-limited information, scrambled. Averaging the images destroys it, but averaging the power spectra does not, because the scrambling is a phase and the power spectrum discards phase. Labeyrie showed in 1970 that the autocorrelation of the averaged power spectrum recovers structure at the diffraction limit.

Both work. Neither is free, and their costs are different in kind: adaptive optics needs hardware that is a substantial fraction of the telescope’s cost and a reference star; speckle methods need only a camera and lose an enormous fraction of the photons to the shutter, which restricts them to bright objects — and brightness is the one axis aperture buys outright.

Where the model stops

The quadrature sum is a convenience. Combining 1.03λ/D1.03\lambda/D and 0.98λ/r00.98\lambda/r_0 in quadrature is a standard approximation and it is not a theorem. The true long-exposure profile is the convolution of the Airy pattern with the seeing profile, and neither is a Gaussian; the resulting width is close to the quadrature sum near the two limits and departs by several per cent in between, which is exactly where the bend in the first figure is.

r0r_0 is one number for a phenomenon that has many. Turbulence has an outer scale — the largest eddy, tens of metres — beyond which the Kolmogorov spectrum does not apply, and it has an inner scale of millimetres. It is distributed in layers, at the ground, at the top of the boundary layer and at the tropopause, each moving at its own wind speed. A single r0r_0 compresses all of that into one length, and the quantities the compression throws away — the coherence time, the isoplanatic angle, the outer scale — are precisely the ones an adaptive optics system’s design depends on.

The wings are not Gaussian. A real long-exposure profile has a core close to a Gaussian and wings falling as roughly θ11/3\theta^{-11/3}, which carry a substantial fraction of the light far from the centre. For photometry of a faint star next to a bright one, those wings are the whole problem, and a figure drawn with Gaussians has quietly removed it.

Above the atmosphere, none of this applies, and something else does. A space telescope is diffraction-limited and is limited instead by its own optics: manufacturing errors, thermal deformation, and the diffraction from its own support structure. Hubble’s first three years are the standing demonstration that removing the atmosphere removes one problem and not the concept of a problem.

The time nobody quotes

The Fried parameter is the number sites are ranked by, and it is not the number that decides whether an adaptive optics system can work. That is the coherence time, and it is quoted far less often because it is harder to measure and less flattering.

The turbulent pattern above a telescope is not static; it is blown across the aperture by the wind. The time over which the wavefront stays essentially unchanged is therefore the coherence length divided by the wind speed at the height where the turbulence lives, and for a good site with a ten-centimetre coherence length and a twenty-metre-a-second jet stream that is about five milliseconds.

Five milliseconds is the whole budget. In that interval the system has to measure the wavefront, compute a correction and apply it — so the sensor’s integration, the computation and the mirror’s response all have to fit inside a fraction of it, and the loop has to run at a kilohertz or better.

That is what makes the reference star problem severe. A wavefront sensor integrating for a millisecond on a star collects a thousandth of the photons a one-second exposure would, and it has to divide them among hundreds of subapertures. The faintest usable natural reference is therefore around magnitude 12 to 14, and the sky density of such stars is low enough that only a per cent or so of the sky has one within the isoplanatic angle.

The coherence time also scales badly with wavelength — as λ6/5\lambda^{6/5}, like the coherence length — so the infrared is easier in time as well as in space, which compounds the advantage already noted. Two of the three quantities that make adaptive optics hard improve together towards the red, and that is the whole reason the technique matured in the infrared and is still being fought for in the visible.

A patch 1.5″ wide in the visible and 8″ at 2.2 µm. The isoplanatic angle against wavelength, for r₀ = 10 cm at 500 nm, a turbulence layer at 5 km and a wind of 20 m/s. This is the angle over which one measurement of the wavefront is still valid, and it is the hardest of adaptive optics' three limits: at 1.5 arcseconds in the visible, the guide star has to be inside a patch a hundredth the size of the full Moon. Everything scales as λ^6/5 because r₀ does — measured off the curve at λ^1.200 — so the patch grows to 8 arcseconds at 2.2 µm, and its area by the square of that. With 0.1 stars per square arcminute bright enough to guide on, the fraction of sky reachable goes from 0.018 per cent to 0.5 — a factor of 28. That single curve is why the first working systems were infrared, why a laser is fired to make a star where there is none, and why the laser still does not solve it: a beam launched from the telescope wanders with the same atmosphere it is meant to measure, so it cannot sense the overall tilt, and a natural star is still needed for that.
Fig. 7 The third quantity, and it improves with wavelength too. The isoplanatic angle is the patch of sky over which the corrugation is the same, so it is the radius within which a reference star can stand in for the target — an arcsecond and a half in the visible and eight at 2.2 microns. Squared, that is a factor of thirty in the area a single reference star serves, and multiplied by the density of stars bright enough to sense a wavefront on in five milliseconds it is the difference between a technique that works on a per cent of the sky and one that works on most of it. All three quantities scale the same way, which is why the infrared advantage is not a factor but a factor cubed.

Why the site matters more than the mirror

The plateau in the first figure is set by r0r_0, and r0r_0 is a property of a place. That single fact organises the whole geography of observational astronomy.

The best sites are high, dry, and — most importantly — above or beside a stable inversion layer that suppresses the boundary-layer turbulence which otherwise dominates. Mauna Kea, Paranal, La Palma, and the Chilean Atacama sites deliver median seeing between 0.60.6'' and 0.80.8''; Dome C in Antarctica, where the boundary layer is only 30 metres thick, delivers 0.30.3'' above that layer and is otherwise nearly uninhabitable.

The consequence is that a site survey is worth more than a mirror upgrade, and observatories are built where they are for reasons that have nothing to do with the sky being darker or clearer. Cloud cover and darkness set how often one can observe; seeing sets how well. A telescope at a 1.51.5'' site is not half as good as the same telescope at 0.750.75'' — for a point source against a background, the signal-to-noise ratio goes as the reciprocal of the seeing disc’s area, so it is four times worse.

4,225 speckles across the largest mirror drawn. The number of atmospheric coherence patches an aperture spans, (D/r₀)², against aperture, at r₀ = 60 cm. It is one at 60 cm, 3 at a metre and 4,225 at 39 m. Every one of them delivers a diffraction-limited image of the star, 0.012″ across for the largest aperture here, pointing somewhere slightly different — so a short exposure is a scatter of sharp dots and a long one is their average. The count is the reason both ways out of the atmosphere are expensive in the same way: adaptive optics has to sense and correct 4,225 patches faster than they change, which is a few milliseconds, and speckle interferometry has to record enough short exposures to average the 4,225-fold randomness away. Both scale as the same number, which is why a bigger telescope is harder to fix as fast as it is better once fixed.
Fig. 8 The same speckle count in the infrared, and it is the number a site survey is really buying. Four thousand two hundred patches across the largest mirror rather than a hundred and fifty thousand: a factor of thirty-six, from a wavelength change alone. An adaptive optics system’s cost scales with the actuator count and its difficulty with the loop rate, and both follow this curve — so the same mirror is a thirty-six-times easier problem at two microns than at half a micron, and a site with twice the coherence length is a four-times easier problem at either. That is the arithmetic behind the section’s claim, expressed as the quantity the hardware is actually sized by.

The other thing the air does to the light

Everything above concerns the phase of the arriving wavefront. The air also modulates its amplitude, and the second effect limits an entirely different set of measurements.

A corrugated wavefront focuses and defocuses itself as it propagates: regions where the phase is curved converge, regions where it is curved the other way diverge, and after a few kilometres of travel the intensity across the beam is no longer uniform. That is scintillation, and it is why a star twinkles and a planet — which subtends enough angle to average over several patches — does not.

For imaging it is a minor nuisance. For photometry it is the dominant noise source on any bright star from the ground. The fractional intensity fluctuation scales as the aperture to the power minus two-thirds, so a larger telescope helps and not nearly as fast as counting statistics would, and it scales as the airmass to the power three-halves, so it is worse at low altitude.

The practical consequence is a floor. Ground-based photometry of a bright star reaches a precision of a few parts in ten thousand in an exposure of tens of seconds, and no amount of additional signal improves it, because the noise is multiplicative rather than Poissonian. That floor is why the transit of a small planet across a bright star is a space measurement, and why the ground-based technique that competes is differential photometry against a comparison star in the same field — which cancels the scintillation only if the two stars’ light has passed through the same turbulence, which requires them to be close together on the sky.

Adaptive optics does nothing for it. Correcting the phase across the aperture does not undo an amplitude modulation impressed kilometres above, and a system that delivers a diffraction-limited image still delivers it with a fluctuating brightness.

There is one arrangement that does help, and it is worth naming because it is the reason certain measurements are made from aircraft and balloons rather than from mountains. Scintillation is produced by propagation after the phase is corrugated, so it grows with the distance between the turbulent layer and the detector. A telescope above most of the atmosphere sees less of it not because the turbulence is weaker but because the beam has had less room to develop the intensity pattern.

That is a different reason for going up from the one that improves the seeing, and the two do not scale together. A site that is high because it is above the boundary layer improves the coherence length; an instrument that is high because it is above the jet stream improves the scintillation. Choosing between them depends on which measurement is being made, and the choice is usually made for the first reason by people who then discover they wanted the second.

What the picture cannot show

The time. Every profile here is a long exposure, and the interesting structure lives at ten milliseconds. A figure of an averaged image has already thrown away the thing that makes recovery possible, which is that the average is of sharp things rather than of blurred ones.

The spatial structure. The seeing disc is drawn as a radial profile, and a real short-exposure image is a two-dimensional scatter of speckles with no radial symmetry whatever. The profile is what remains after averaging over both time and azimuth.

The colour. r0λ6/5r_0 \propto \lambda^{6/5} and the diffraction limit goes as λ\lambda, so the ratio of the two — the number of speckles — goes as λ12/5\lambda^{-12/5}. Every curve here is at 500 nm, and at 2.2 microns the same 8-metre telescope spans thirty patches rather than six thousand, which is the entire reason adaptive optics was solved in the infrared first and is still hard in the visible.

Where the ladder goes next

Later rungs on this anchor: the Kolmogorov turbulence spectrum, and how r0r_0 falls out of a structure function. The coherence time and the isoplanatic angle, which are what actually constrain an adaptive optics design. Laser guide stars, the cone effect, and the tip–tilt problem a laser cannot solve. Multi-conjugate adaptive optics, which corrects several layers at several conjugate heights and widens the corrected field. Lucky imaging, which is speckle interferometry’s cheap relative and simply discards the bad frames. And interferometry proper, where several apertures are combined at a baseline far larger than any mirror and the atmosphere is fought at each aperture separately.

Newton wrote in the Opticks that the only remedy was “a most serene and quiet Air, such as may perhaps be found on the tops of the highest Mountains above the grosser Clouds.” He was right about the remedy and wrong about the limit, in a way he could not have anticipated: the tops of the highest mountains give a factor of two, and the rest of the factor of a hundred had to wait for a computer that could reshape a mirror a thousand times a second.

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Adaptive opticsAngular resolutionAtmospheric turbulenceDiffraction limitFried parameterInterferometryThe point-spread functionRefractionSeeingSpeckle interferometry