Creative Commons License Copyright © Michael Richmond. This work is licensed under a Creative Commons License.

Transmission spectroscopy

Michael Richmond
Oct 11, 2024

One of the most exciting developments in exoplanet science over the past decade has been the search for evidence of, and analysis of, exoplanetary atmospheres. As usual, we humans tend to find a new world more interesting if there's a chance that we might be able (eventually) to visit it comfortably. In addition, astronomers looking for signs of alien life on other planets naturally suspect that planets with atmospheres are the best places to look; and planets with Earth-like atmospheres might be best of all.

Let's look into some of the basic physical principles that place limits on our ability to find and characterize the atmospheres around other planets.

Contents


Which region of the electromagnetic spectrum is best?

Should we use optical telescopes, or radio telescopes -- or X-ray telescopes? Which instruments are most likely to reveal the existence of gaseous atmospheres around exoplanets? One can answer this question in several ways:

  1. at which wavelengths is it easy, or even possible, to detect the light from exoplanets?
  2. at which wavelengths is the background noise particularly small, allowing us to detect weak signals?
  3. where are the typical components of exoplanetary atmospheres most likely to produce strong signatures?

The best choice, of course, will be some wavelength regime in which there are plenty of strong markers of atmospheric gases, AND the background is relatively low, AND in which we can observe efficiently and without great expense. Let's consider each of these constraints in turn.

If we consider all these factors -- the wavelengths at which we can observe celestial sources clearly, at which the background levels are low, and at which the constituents of exoplanetary atmospheres are most likely to absorb light -- the conclusion is clear: our best choice is to look in the near-infrared, at wavelengths between, perhaps, 1 and 5 microns.


Step 1: Signal-to-noise considerations for photometry of a transit

Looking for evidence for absoption of light by the atmosphere of an exoplanet is a complex process. It will help if we break it down into a series of steps, starting with a much simpler procedure and working our way up to the final result.

So, let's begin with a problem which is easier to describe and to understand: detecting the transit of a planet in front of its host star. Keep in mind that in order to be SURE that we've seen an event, we need to verify that two things are true:

  1. we see a dip in the brightness of the host star, AND
  2. the size of that dip is larger than the uncertainty in the measurement of its brightness

The proper calculation of the uncertainty in a photometric (or spectroscopic) measurement is, itself, a rather complicated issue. I'll take a very simple approach, and assume that the only source of noise in the measurement is Poisson noise ("shot noise") in the number of photons collected from the host star. In that case, if we collect N photons in a measurement, then the uncertainty in that number is √N, and the fractional uncertainty is

For this example, let's consider a rather favorable system to study: a Sun-like star at a distance of just d = 10 pc. We will observe this star in the near-IR; let's pick the H-band, centered at λ0 = 1.66 microns and with a width of Δλ = 0.251 microns (according to Cohen, Wheaton, and Megaeath, AJ, 126, 1090 (2003)). The apparent magnitude of this star at a distance of 10 pc will be, by definition, the absolute magnitude of the Sun; according to the tables in Willmer, C. N. A., ApJS 236, 47 (2018), this is mH = 3.3. Going through the calculations, we find that the flux of photons from this star will be

Let's adopt a relatively modest telescope as our instrument one with a diameter D = 1 meter = 100 cm. The collecting area is just π (D/2)2. If we observe this star under ordinary circumstances, when no planet is blocking any of its light,

and take a single 1-second exposure, how many photons can we expect to collect?



  Q:  How many photons will we collect in 1 second?

  Q:  What will the fractional uncertainty of our measurement be?









My answers.

Now, suppose that an airless, solid planet passes in front of the star. During the transit, it will block a small amount of the star's light.

Consider two cases: an Earth-like planet, or a Jupiter-like planet. In each case, how much light will the planet block? Will we be able to detect the small decrease in the star's brightness?



     Stellar radius   Rs = 6.96 x 108 meters.


                          Earth            Jupiter
----------------------------------------------------------
 radius (m)             6.37 x 106         7.15 x 107

 fraction blocked    

 is dip significant?

----------------------------------------------------------





Hmmm. In this case, the numbers show that we should be able to detect the transit of a Jupiter-sized planet easily: the fraction of light it blocks is much larger than the fractional uncertainty in a measurement with a one-second exposure.

But that's not true for the Earth-sized planet. In that case, the fractional uncertainty is LARGER than the size of the decrease in brightness.

Fortunately, there's a simple change we can make to our experiment which will allow us to detect the planet: we can increase the exposure time, collecting more photons, increasing the precision of the measurement. For example, if we increase the exposure time from 1 second to 100 seconds, then the number of photons we collect rises by a factor of 100, and the fractional uncertainty decreases by a factor of √(100) = 10. With the longer exposure, the fractional uncertainty would shrink to about 1 x 10-5, considerably smaller than the change in the star's brightness.


Step 2: Adding an atmosphere

An airless planet crossing the disk of a star is simple -- and boring. Let's add an atmosphere, of height h.

If the atmosphere is opaque, then the amount of light blocked during a transit is now larger:

If the atmospheric thickness is considerably smaller than the solid body of the planet, then one can approximate the fractional increase in the depth of the transit as



     Stellar radius   Rs = 6.96 x 108 meters.


                                    Earth            
----------------------------------------------------------
 radius (m)                       6.37 x 106        

 atmospheric height h (m)         8.0  x 103

 fraction blocked    
  if atmosphere opaque
----------------------------------------------------------





Note that in this case, adding an atmosphere causes only a very small increase in the depth of the transit.


Step 3: Using an absorption line

Now, let's see how we can use an absorption line to reveal the presence of an atmosphere, using a photometric approach. Suppose that a planet does have an atmosphere, and it contains some gas with a strong absorption line at a wavelength λ0. If we make measurements of the host star during a transit through three filters at slightly different wavelengths,

then our instruments will record a smaller depth of transit through the two "outer" filters, compared to the measurement through the central filter.

To continue our earlier example, suppose that we observe an Earth-like planet with an Earth-like atmosphere transiting a Sun-like star, using a telescope of diameter D = 1 m. Let's make measurements at wavelengths within the H-band, choosing narrow filters which are centered on some wavelength at which the atmosphere has a strong absorption line. For example, suppose that the material absorbs at λ0 = 1.660 microns, and the line extends across the entire (unrealistically wide) 100-Å span from 1.655 to 1.665 microns. We choose filters of the same width, Δλ = 0.010 micron = 100 Å, one at shorter and one at longer wavelengths:



                     off-line            on-line             off-line
band (microns)    1.630 - 1.640        1.655 - 1.665       1.680 - 1.690
-------------------------------------------------------------------------
star (photon/s)    3.51  x 106           3.51  x 106          3.51  x 106

frac blocked       8.376 x 10-5          8.398 x 10-5         8.376 x 10-5

measure (photon/s)   3,509,706           3,509,705.2          3,509,706
-------------------------------------------------------------------------

The difference between the measurement inside the line and outside the line is small -- very small. For these parameters, we expect to see a difference of just about 1 fewer photon per second collected through the "on-line" filter than the "off-line" filters.

If we expose for just a single second, then we collect roughly 3.5 million photons through each of the filters. The uncertainty in the measurement throigh each filter is (due to Poisson noise only) the square root of that number, or about ± 1870 photons.

Yikes! There's no way we can detect a change of just 1 photon when the uncertainty in each measurement is almost 2000 photons. This particular experiment will utterly fail to detect the presence of an atmosphere on the planet, if it exists.

But if the planet is larger, and has a more extensive atmosphere, perhaps there is a chance. Let's pick a real system -- HD 209458 -- which has a star roughly the size of the Sun, but a much larger planet; and we'll assign this planet a very thick atmosphere, so that it blocks a much larger amount of light. The estimate of h in the table below is based on the method of Sing et al., Nature, 529, 59 (2016).



     Stellar radius   Rs = 8.35 x 108 meters.


                                    HD 209458 b
----------------------------------------------------------
 radius (m)                       9.937 x 107        

 atmospheric height h (m)         5.7   x 105

 fraction blocked    
  if atmosphere transparent       0.01416

 fraction blocked    
  if atmosphere opaque            0.01433

 difference in fraction           0.00016
   blocked
----------------------------------------------------------

Aha! The fractional difference between the on-line and off-line measurement is much larger. That means that we don't have to collect trillions of photons in order to detect reliably the difference between the on- and off-filter values, and so prove the presence of an atmosphere.

In the general case of a star with radius RS, planet with solid body radius RP, and planetary atmosphere of height h, one can derive an expression for the change in depth of transit between filters which do and do not contain the absorption line. As long as the atmosphere is considerably smaller than the solid body of the planet, h << RP,

Even for favorable cases like the one involving HD 209458, it is necessary to collect a large number of photons in order for the Poisson noise in the measurement to be smaller than the fractional change between in-line and out-of-line values. Since the fractional error due to Poisson noise is proportional to the square root of the number of photons collected, we can make a rough estimate of the number of photons N required to detect some particular change-in-depth-of-transit:

If some particular combination of observing parameters does not yield a large enough number of photons, one can modify the setup in several ways to increase the signal:


Step 4: The effect of the planet's orbital motion

There's another complication in the detection of planetary atmospheres which involves several factors, but boils down the fact that the observed wavelength of the absorption lines will change significantly over the course of the transit.

Why is this important? Remember, the key to detecting an atmosphere is detecting the CONTRAST between the brightness of the host star at wavelengths inside the line and outside the line. In order to maximize the difference between the in-line and out-of-line measurements, we should choose our filter bandwidths carefully.

Consider an absorption feature at 1.66 microns = 16,000 Å, with a width of about 4 Å. If we choose filters much wider than the line width, we'll include lots of light from outside the line itself in the "in-line" filter.

On the other hand, if our filters are too narrow, the "off-line" measurements won't include as many photons as they might, leading to larger Poisson noise.

To optimize the detection of the absorption line, our filters should have bandpasses roughly equal to the width of the line.

Just how wide are typical absorption lines in exoplanetary atmospheres? This is a complicated question, as there are a number of factors which influence the shapes of the lines.

For general purposes, I'll adopt a generic line width of Δλ = 0.3 Å for the following discussion, consistent with measurements of O2 molecular lines in the Earth's atmosphere ( van der Riet Wooley, ApJ 73, 185 (1931) ).

Okay, having adopted this line width, one might guess that measurements would be straightforward: choose a pair of narrow-band filters or spectroscopic regions roughly 0.3 Å wide, on-line and off-line, then make a series of exposures over the course of many hours, extending from before the transit (to establish a baseline) to some time after the transit (to check the baseline). Simple, right?

Wrong!

Unfortunately, there's a complication: the wavelength of the absorption line will change significantly over the course of the transit. Consider the diagram below, which shows the position of the planet in its orbit at the start, middle, and end of the transit.

To make the effect of the orbital motion more easily seen, I've exaggerated the size of the star relative to the orbit in the following diagrams.

At the start of the transit, the planet is moving toward the observer.



   Q:  Write an expression for the radial velocity
           in terms of v and θ.





Okay, but just what is the angle θ at the start (and end) of the transit?

The magnitude of the radial velocity at ingress (or egress) can be expressed as

That radial velocity, in turn, generates a Doppler shift which can change the observed wavelength of the line itself.

In some cases, this shift can be considerably larger than the width of the line. For example, in the case of HD 209458b,



      RS  =  8.35 x 108  m

      rorb = 6.96 x 109  m

      v0  =  1.43 x 105  m/s


   Q:  For an absorption feature with rest wavelength λ0 = 1.660 microns = 16,600 Å 
             what is the shift in wavelength from ingress to egress?




My answer

Recall that the typical width of absorption lines in an exoplanet's atmosphere may be 0.2 or 0.3 Å. This Doppler shift due to orbital motion can cause the line to move by many times its width, complicating the analysis of observations.

Blain et al., arXiv 2408.13536 (2024) made a model of the spectrum they expected to observe over the course of a transit by HD 209458b. One panel from Figure 5 of their paper (slightly modified) is shown below. In this two-dimensional graph, wavelength runs left to right, in the usual manner, but the vertical direction indicates time, running from bottom to top. The purple section of the graph corresponds to the duration of the transit. In that section, features due to the photosphere of the star are shown in white; they remain at the same wavelength at all times. But the features caused by absorption in the exoplanet's atmosphere, shown in dark purple, shift from shorter to longer wavelengths over the course of the transit.


A heaily modified version of Figure 5 from Blain et al., arXiv 2408.13536 (2024)


How large a telescope is required?

To summarize, one who tries to study the atmosphere of an exoplanet faces quite a few challenges:

And, of course, one more very important criterion

This last factor can place a stringent requirement on the size of the telescope used to perform this experiment. How large? Let's continue to use the observations of HD 209458b by Blain et al., arXiv 2408.13536 (2024) as an example.

The contrast in transit depth between in-line and out-of-line measurements is roughly 1.6 x 10-4, which implies that we must collect at least N = 3.8 x 107 photons in order to detect the signal reliably.

If we choose a bandpass of width Δλ = 0.3 Å to match the expected size of atmospheric features, then we find for a star of apparent magnitude mH = 6.366 the flux of photons inside the bandpass will be roughly


                         photons
      flux  f  =  0.08  ------------
                         s * sq.cm.


  Q:  How long will it take to collect N = 3.8 x 107 photons
            with a telescope of diameter 1 m?   10 m?


                           D = 1 m                  D = 10 m
-------------------------------------------------------------------
 Area (sq.cm.)

 Rate (photon/s)

 Exptime for N (s)
-------------------------------------------------------------------

My answers

It is clear that hunting for exoplanet atmospheres is a job for very large telescopes ... but given these numbers, it seems that with the largest current telescopes (diameters greater than 5 or 8 meters), it ought to be possible to make several measurements over the course of a transit which would detect a single line cleanly.

In fact, the calculations above do not tell the whole story: they have been simplified in several ways and avoid dealing with some issues that arise in the real world:

So, in fact, when one runs through these calculations using reasonable values for the parameters, rather than ideal ones, one discovers that even our largest telescopes would have difficulty detecting a single absorption line with any confidence in any known exoplanet system.

Is the whole endeavor hopeless? Are astronomers just wasting their time?

Or is there something else we can do?


Example: The atmosphere of HD 209458b

Fortunately, scientists have devised clever tricks that can help us to detect the presence of exoplanetary atmospheric features in the spectrum of a host star. Once again, let's turn to Blain et al.'s study of HD 209458b.

To start, the authors use a very large telescope at a very good ground-based site: one of the 8.2-meter VLT units in the Atacama Desert of Chile. They choose a system with a relatively bright host star (mV = 7.65, mH = 6.37) in order to boost the signal. The exoplanet is known to be a hot Jupiter, which suggests that its atmosphere ought to be massive and extended.

The spectrograph in this study, CRIRES+, provides very high spectral resolution. Operating with a narrow slit, they worked at roughly R = 100,000, allowing them to resolve features in the H-band as narrow as 0.16 Å. That's a good match to the expected widths of absorption lines produced by the planet's atmosphere.

Now, here's the real key: rather than attempting to measure just one line at a time, the authors effectively measure tens or hundreds of lines simultaneously, greatly increasing their ability to detect faint signals. The method goes like this:

  1. acquire several hundred brief (30-60 second) exposures of the host star before, during, and after the transit
  2. create a model spectrum of the host star
  3. create a model spectrum of the planet, using some assumed mixture of species such as CO, H2O, etc.
  4. Now, for each observed spectrum, taken at time t,

    1. shift the planet's spectrum by the amount expected for its radial velocity at t
    2. add that shifted planetary spectrum to the fixed spectrum of the host star
    3. cross-correlate this composite model spectrum with the observed spectrum at time t
    4. accumulate the results of the cross-correlation

If the model of the planetary atmosphere was a good match to the ACTUAL planetary atmosphere, then each of the cross-correlations in the step "C" above should yield some positive result. Yes, due to random noise, some of the spectra might produce correlations of zero, or even negative values; but note that the team acquired several hundred spectra each night. Their final result, moreover, was based on spectra gathered on four good nights, each covering one transit.

As a check on the procedure, one can also run through the same steps, but make one crucial change: in step "A", rather than shifting the planet's model spectrum by the expected radial velocity, one can shift it by some other, incorrect, velocity. In that case, the shifted model features should NOT line with any observed features, and the cross-correlation should yield a result of negligible or negative significance.

An example of this check is shown in the Figure A.2 from Blain et al., below. the Doppler shift applied to the planetary spectrum is varied along the horizontal axis, time during the night runs along the vertical axis (from bottom to top), and the colors show the value of the cross-correlation. Note that the positive (blue) correlations only appear when the planetary model has been shifted by an amount which varies over the course of the transit -- just as we would expect from its orbital motion.


Figure A.2 from Blain et al., arXiv 2408.13536 (2024)

Of course, this entire method of analysis depends crucially on step "2" in the list above: creating a model spectrum of the planetary atmosphere. If our model includes H2O, but the real atmosphere does not, then no amount of shifting will yield a significantly positive correlation.

Thus, this technique involves one more layer of iteration:

  1. guess some mixture of atmospheric components
  2. run the entire shift-and-correlate procedure
  3. if the result is not significant, go back to step I with a different guess

Interpreting the results can be difficult. In Figure 7 from Blain et al., the authors present the results for several possible components of the atmosphere in HD 209458b. In these graphs, blue regions denote positive, and red regions negative, correlations. The axes have been chosen so that real signals from the planet ought to appear near the location where the dashed white lines cross.


Figure 7 from Blain et al., arXiv 2408.13536 (2024)

We (and Blain et al.) can conclude that H2O is definitely present in the planet's atmosphere, and that H2S might be present, but that there is no evidence for a detection of CO or HCN.


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Creative Commons License Copyright © Michael Richmond. This work is licensed under a Creative Commons License.