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Archive for February, 2010

This post tries to help visualizing, or understanding better, the greenhouse effect.

By the way, if you are new to this subject and think CO2 is an insignificant trace gas, then at least take a look at Part One.

I tried to think of a good analogy, something to bring it to life. But this is why the effect of these invisible trace gases is so difficult to visualize and so counter-intuitive.

The most challenging part is that energy flowing in – shortwave radiation from the sun – passes through these “greenhouse” gases like they don’t exist (although strictly speaking there is a small effect from CO2 in absorption of solar radiation). That’s because solar radiation is almost all in the 0.1-4μm band (see The Sun and Max Planck Agree – Part Two).

But energy flowing out from the earth’s surface is absorbed and re-radiated by these gases because the earth’s radiation is in the >4μm band. Again, you can see these effects more clearly if you take another look at part one.

If we try and find an analogy in everyday life nothing really fits this strange arrangement.

Upwards Longwave Radiation

So let’s try and look at it again and see if starts to make sense. Here is the earth’s longwave energy budget – considering first the energy radiated up:

Upward Longwave Radiation, Numbers from Kiehl & Trenberth

Upward Longwave Radiation, Numbers from Kiehl & Trenberth (1997)

Of course, the earth’s radiation from the surface depends on the actual temperature. This is the average upwards flux. And it also depends slightly on the factor called “emissivity” but that doesn’t have a big effect.

The value at the top of atmosphere (TOA) is what we measure by satellite – again that is the average for a clear sky. Cloudy skies produce a different (lower) number.

These values alone should be enough to tell us that something significant is happening to the longwave radiation. Where is it going? It is being absorbed and re-radiated. Some upwards – so it continues on its journey to the top of the atmosphere and out into space – and some back downwards to the earth’s surface. This downwards component adds to the shortwave radiation from the sun and helps to increase the surface temperature.

As a result the longwave radiation upwards from the earth’s surface is higher than the upwards value at the top of the atmosphere.

Here’s the measured values by satellite averaged over the whole of June 2009.

Measured Outgoing Longwave Radiation at the top of atmosphere, June 2009

Measured Outgoing Longwave Radiation at the top of atmosphere, June 2009

Of course, the hotter parts of the globe radiate out more longwave energy.

Downwards Longwave Radiation

But what does it look like at the earth’s surface to an observer looking up – ie the downwards longwave radiation? If there was no greenhouse effect we should, of course, see zero longwave radiation.

Here are some recent measurements:

Downwards Longwave Radiation at the Earth's Surface, From Evans & Puckrin

Downwards Longwave Radiation at the Earth's Surface, From Evans & Puckrin (2006)

Note that the wavelengths have been added under “Wavenumber” (that convention of spectrum people) and so the graph runs from longer to shorter wavelength.

This is for a winter atmosphere in Canada.

Now what the scientists did was to run a detailed simulation of the expected downwards longwave radiation using the temperature, relative humidity and pressure profiles from radiosondes, as well as a detailed model of the absorption spectra of the various greenhouse gases:

Measured vs Simulated Downward Longwave Radiation at the Surface, Evans & Puckrin

Measured vs Simulated Downward Longwave Radiation at the Surface, Evans & Puckrin

What is interesting is seeing the actual values of longwave radiation at the earth’s surface and the comparison 1-d simulations for that particular profile. (See Part Five for a little more about 1-d simulations of the “radiative transfer equations”). The data and the mathematical model matches very well.

Is that surprising?

It shouldn’t be if you have worked your way through all the posts in this series. Calculating the radiative forcing from CO2 or any other gas is mathematically demanding but well-understood science. (That is a whole different challenge compared with modeling the whole climate 1 year or 10 years from now).

They did the same for a summer profile and reported in that case on the water vapor component:

Downwards Longwave Radiation at the Earth's Surface, Summer

Downwards Longwave Radiation at the Earth's Surface, Summer

As an interesting aside, it’s a lot harder to get the data for the downwards flux at the earth’s surface than it is for upwards flux at the top of atmosphere (OLR). Why?

Because a few satellites racing around can measure most of the radiation coming out from the earth. But to get the same coverage of the downwards radiation at the earth’s surface you would need thousands or millions of expensive measuring stations..

Conclusion

Measurements of longwave radiation at the earth’s surface help to visualize the “greenhouse” effect. For people doubting its existence this measured radiation might also help to convince them that it is a real effect!

If there was no “greenhouse” effect, there would be no longwave radiation downwards at the earth’s surface.

Calculations of the longwave radiation due to each gas match quite closely with the measured values. This won’t be surprising to people who have followed through this series. The physics of absorption and re-emission is a subject which has been extremely thoroughly studied for many decades, in fact back into the 19th century.

How climate responds to the “extra radiation” (radiative forcing is the standard term) from increases in some “greenhouse” gases is whole different story.

More in this series

Part Seven – The Boring Numbers – the values of “radiative forcing” from CO2 for current levels and doubling of CO2.

Part Eight – Saturation – explaining “saturation” in more detail

CO2 Can’t have that Effect Because.. – common “problems” or responses to the theory and evidence presented

AND much more about the downward radiation from the atmosphere – The Amazing Case of “Back-Radiation”Part Two, and Part Three

Reference

Measurements of the Radiative Surface Forcing of Climate, W.J.F. Evans & E. Puckrin, American Meteorological Society, 18th Conference on Climate Variability and Change (2006)

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Recap

Part One of the series introduced the shortwave radiation from the sun, the balancing longwave radiation from the earth and the absorption of some of that longwave radiation by various “greenhouse” gases. The earth would be a cold place without the “greenhouse” gases.

Part Two discussed the factors that determine the relative importance of the various gases in the atmosphere.

Part Three and Four got a little more technical – an unfortunate necessity. Part Three introduced Radiative Transfer Equations including the Beer-Lambert Law of absorption. It also introduced the important missing element in many people’s understanding of the role of CO2 – re-emission of radiation as the atmosphere heats up.

Part Four brought in band models. These are equations which quite closely match the real absorption of CO2 (and the other greenhouse gases) as a function of wavelength. They aren’t strictly necessary to get to the final result, but they have an important benefit – they allow us to easily see how the absorption changes as the amount of gas increases. And they are widely used in climate models because they reduce the massive computation time that are otherwise involved in solving the Radiative Transfer Equations. The important outcome as far as CO2 is concerned – “saturation” can be technically described.

Solving the Equations

The equations of absorption and radiation in the atmosphere – the Radiative Transfer Equations – have been known for more than 60 years. Solving the equations is a little more tricky.

Like many real world problems, the radiative processes in the atmosphere can be mathematically described from 1st principles but not “analytically” solved. This simply means that numerical methods have to be used to find the solution.

There’s nothing unproven or “suspicious” about this approach. Every problem from stresses in bridges and buildings to heat dissipation in an electronic product uses this method.

The problem of the effect of greenhouse gases in the atmosphere is formulated with a 1-dimensional model. This is the simplest approach (after the “billiard ball” model we saw in part one). But like any model there are certain assumptions that have to be made – the boundary conditions. And over the last 40 years different scientists have approached the problem from slightly different directions, making comparisons not always easy.

Because the role of CO2 in the atmosphere is causing such concern the results of these models is consequently much more important. And so a lot of effort recently has gone into standardizing the approach. We’ll look at a few results, but first, for those who would like to visualize what modern methods of “numerical analysis” are about – a little digression.. (and for those who don’t, jump ahead to the Ramanathan.. subheading).

Digression on Numerical Methods

Stress analysis in an impeller

Stress analysis in an impeller

Here’s a visualization of “finite element analysis” of stresses in an impeller. See the “wire frame” look, as if the impeller has been created from lots of tiny pieces?

In this totally different application, the problem of calculating the mechanical stresses in the unit is that the “boundary conditions” – the strange shape – make solving the equations by the usual methods of re-arranging and substitution impossible. Instead what happens is the strange shape is turned into lots of little cubes. Now the equations for the stresses in each little cube are easy to calculate. So you end up with 1000’s of “simultaneous” equations. Each cube is next to another cube and so the stress on each common boundary is the same. The computer program uses some clever maths and lots of iterations to eventually find the solution to the 1000’s of equations that satisfy the “boundary conditions”.

In the case of the radiative transfer equations (RTE) we want to know the temperature profile up through the atmosphere. The atmosphere is divided into lots of thin slices. Each “slice” has some properties attached to it:

  • gases like water vapor, CO2, CH4 at various concentrations with known absorption characteristics for each wavelength
  • a temperature -unknown – this is what we want to find out
  • radiation flowing up and down through the “slice” at each wavelength – unknown  – we also want to find this out

And we have important boundary conditions – like the OLR (outgoing longwave radiation) at the top of the atmosphere. We know this is about 239 W/m2 (see The Earth’s Energy Budget – Part One). Using the boundary conditions, we solve the radiative transfer equations for each slice, and the computer program does this by creating lot of simultaneous equations (energy in each wavelength flowing between each slice is conserved).

Ramathan and Coakley, 1978

Why bring up an old paper? Partly to demonstrate some of the major issues and one interesting approach to solving them, but also to give a sense of history. A lot of people think that the concern over greenhouse gases is something new and perhaps all to do with the IPCC or Al Gore.

Back in 1978, V. Ramanathan and J.A. Coakley’s paper Climate Modeling through Radiative-Convective Models was published in Reviews of Geophysics and Space Physics.

It wasn’t the first to tackle the subject and points to the work done by Manabe and Strickler in 1964. By the way, V. Ramanathan is a bit of a trooper, having published 169 peer-reviewed papers in the field of atmospheric physics from 1972-2009..

I’m going to call the paper R&C – so R&C cover the detailed maths of course, but then discuss how to deal with the “problem” of convection.

In the lower part of the atmosphere heat primarily moves through convection. Hot air rises – and consequently moves heat. Radiation also transfers heat but less effectively. The last section of Part Three introduced this concept with the “gray model”. Here was the image presented:

Radiative-equilibrium-Grey-model-Hugh-Coe

The Gray Model of Radiative Equilibrium, from "Handbook of Atmospheric Science" Hewitt and Jackson (2003)

Remember that each section of the atmosphere radiates energy according to its temperature. So when we are solving the equations that link each “slice” of the atmosphere we have to have a term for temperature.

But how do we include convection? If we don’t include it our analysis will be wrong but solving for convection is a very different kind of problem, related to fluid dynamics..

What R&C did was to approach the numerical solution by saying that if the energy transfer from radiation at any point in their vertical profile resulted in a temperature gradient less than that from convection then use the known temperature profile at that point. And if it was greater than the temperature gradient from convection then we don’t have to think about convection in this “slice” of the atmosphere.

By the way, the terminology around how temperature falls with height through the atmosphere is called “the lapse rate” and it is about 6.5K/km.

These assumptions in the two cases didn’t mean that absorption and re-radiation were ignored in the lower part of the atmosphere – not at all. But the equations can’t be solved without including temperature. The question is, do we solve the equations by calculating temperature – or do we use an “externally imposed” temperature profile?

There is lots to digest in the paper as it is a comprehensive review. The few of interest for this post:

Doubling CO2 from 300ppm to 600ppm

  • Longwave radiative forcing at the top of the troposphere – 3.9W/m2
  • Surface temperature increase 1.2°C
  • Result of change in radiative forcing when relative humidity stays constant (rather than absolute humidity staying constant) – surface temperature increase is doubled

(Note: this is not quite the “standardized” version of doubling considered today of 287ppm – 576ppm)

Relative Effect of CO2 and water vapor

This is under 1978 conditions of 330ppmv for CO2 and in a cloudy sky. Here they run the calculation with and without different gases and look at how much more outgoing longwave radiation there is, i.e. how much longwave radiation is absorbed by each gas. The problem is complicated by the fact that there is an overlap in various bands so there are combined effects.

  • Removing CO2 (and keeping water vapor) – 9% increase in outgoing flux
  • Removing water vapor (and keeping CO2) – 25% increase in outgoing flux

Everyone (= lots of people in lots of websites who probably know a lot more than me) says that this paper calculates the role of CO2 between 9% and 25% but that’s not how I read it. Perhaps I missed something.

Extract from Ramanathan & Coakley (1978)

Extract from Ramanathan & Coakley (1978) - Relative contribution of H2O, CO2 and O3

What it says to me is that overlap must be significant because if we take out water vapor it is only a 25% effect. And if we take out CO2 it is a 9% effect. (I have emailed the great V. Ramanathan to ask this question, but have not had a response so far.)

Therefore, guessing at the overlap effect, or more accurately, assigning the overlap equally between the two, water vapor has about 2.5 times the effect of CO2. As you will see in the next paper, this is about what our later results show.

So, more than 30 years ago, atmospheric physicists calculated some useful results which have been confirmed and refined by later scientists in the field.

Kiehl and Trenberth 1997

Earth’s Annual Global Mean Energy Budget by J.T.Kiehl and Kevin Trenberth was published in Bulletin of the American Meteorological Society in 1997. (The paper is currently available from this link)

The paper is very much worth a read in its own right as it reviews and updates the data at the time on the absorption and reflection of solar radiation and the emission and re-absorption of longwave radiation. (There is an updated paper – that free link currently works – in 2008 but it assumes the knowledge of the 1997 paper so the 1997 paper is the one to read).

This paper doesn’t assess the increase in radiative forcing or the consequent temperature change that might imply from the current levels of CO2, CH4 etc. Instead this paper is focused on separating out the different contributions to shortwave and longwave absorbed and reflected and so on.

What is interesting about this paper for our purposes in that they quantify the relative role of CO2 and water vapor in clear sky and cloudy sky conditions.

To do the calculation of absorption and re-emission of longwave radiation they used the US Standard Atmosphere 1976 for vertical profiles of temperature, water vapor and ozone. They assumed 353ppmv of CO2, 1.72ppmv of CH4 and 0.31 of N2O, all well mixed. Note that, like R&C, they assumed a temperature profile to carry out the calculations because convection dominates heat movement in the lower part of the atmosphere.

Two situations are considered in their calculations – clear sky and cloudy sky.

Let’s look at the clear sky results:

Upward Longwave Radiation, Numbers from Kiehl & Trenberth

Upward Longwave Radiation, Numbers from Kiehl & Trenberth (1997)

The radiation value from the earth’s surface matches the temperature of 288K (15°C) – you can see how temperature and radiation emitted are linked in the maths section at the end of CO2 – An Insignificant Trace Gas? Part One.

The value calculated initially at the top of atmosphere was 262 W/m2, the value was brought into line with the ERBE measured value of 265 W/m2 by a slight change to the water vapor profile, see Note 1 at the end.

Of course, the difference between the surface and top of atmosphere values is accounted for by absorption of long wave radiation by water vapor, CO2, etc. No surprise to those who have followed the series to this point.

By comparison the cloudy sky numbers were:

  • Surface – 390W/m2 (no surprise, the same 288K surface)
  • TOA – 235W/m2. More radiation is absorbed when clouds are present. See Note 2 at end.

Now onto the important question: of the 125W/m2 “clear sky greenhouse effect”, what is the relative contribution of each atmospheric absorber?

The only way to calculate this is to remove each gas in turn from the model and recalculate.

Clear Sky

  • Water vapor contributes 75W/m2 or 60% of the total
  • CO2 contributes 32W/m2 or 26% of the total

Cloudy Sky

  • Water vapor contributes 51W/m2 or 59% of the total
  • CO2 contributes 24W/m2 or 28% of the total

Note that significant longwave radiation is also absorbed by liquid water in clouds.

Conclusion

Using these three elements:

  • the well known equations of radiative transfer (basic physics)
  • the measured absorption profiles of each gas
  • the actual vertical profiles of temperature and concentrations of the various gases in the atmosphere

The equations can be solved in a 1-d vertical column through the atmosphere and the relative effects of different gases can be separated out and understood.

Additionally, the effect in “radiative forcing” of the current level of CO2 and of CO2 doubling (compared with pre-industrial levels) can be calculated.

This radiative forcing can be applied to work out the change in surface temperature – with “all other things being equal”.

“All other things being equal” is the way science progresses – you have find a way to separate out different phenomena and isolate their effects.

The temperature increase in the R&C paper of 1.2°C only tells us the kind of impact from this level of radiative forcing. Not what actually happens in practice, because in practice we have so many other factors affecting our climate. That doesn’t mean it isn’t a very valuable result.

Now the value of radiative forcing will be slightly changed if  “all other things are not equal” but if the concentration of water vapor, CO2, CH4, etc are similar to our model the changes will not be particularly significant. It is only really the actual temperature profile through the atmosphere that can change the results. This is affected by the real climate of 3d effects – colder or warmer air blowing in, for example. Overall, from comparing the results of 3-d models – ie the average results of lots of 1-d models, the values are not significantly changed – more on this in a later post.

We see that CO2 is around 25% of the “greenhouse” effect, with water vapor at around 60%.

Note that the calculation uses the “US Standard Atmosphere” – different water vapor concentrations will have a significant impact, but this is an “averaged” profile.

The only way to really determine the numbers is to run the RTE (radiative transfer equations) through a numerical analysis and then redo the calculations without each gas.

The two questions to ask if you see very different numbers is “under what conditions?” and more importantly “how did you calculate these numbers?” Hopefully, for everyone following the series it will be clear that you can’t just eyeball the spectral absorption and the average relative concentrations of the gases and tap it out on a calculator.

I thought it would be all over by Part Three, but CO2 is a gift that keeps on giving..

Updates:

CO2 – An Insignificant Trace Gas? Part Six – Visualization

CO2 – An Insignificant Trace Gas? Part Seven – The Boring Numbers

CO2 – An Insignificant Trace Gas? – Part Eight – Saturation

See also – Theory and Experiment – Atmospheric Radiation – demonstrating the accuracy of the radiative-convective model from experimental results

Notes and References

Note 1 – As Kiehl and Trenberth explain, there are some gaps in our knowledge in a few places of exactly how much energy is absorbed or reflected from different components under different conditions. One of the first points that they make is that the measurement of incoming shortwave and outgoing longwave (OLR) are still subject to some questions as to absolute values. For example, the difference between incoming solar and the ERBE measurement of OLR is 3W/m2. There are some questions over the OLR under clear sky conditions. But for the purposes of “balancing the budget” a few numbers are brought into line as the differences are still within instrument uncertainty.

Note 2 – I didn’t want to over-complicate this post. Cloudy sky conditions are more complex. Compared with clear skies clouds reflect lots of solar (shortwave) radiation, absorb slightly more solar radiation and also absorb more longwave radiation. Overall clouds cool our climate.

References

Climate Modeling through Radiative-Convective Models , V. Ramanathan and J.A. Coakley, Reviews of Geophysics and Space Physics (1978)

Earth’s Annual Global Mean Energy Budget , J.T.Kiehl and Kevin Trenberth, Bulletin of the American Meteorological Society (1997)

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In the first post about CO2 I included a separate maths section which showed the energy budget for the earth and also derived how much energy we receive from the sun. A comment today reminded me that I should do a separate article about this topic. I’ve seen lots of comments on other blogs where people trip up over the basic numbers. It’s easy to get confused.

Don’t worry, there won’t be a lot of maths. This is to get you comfortable with some basics.

Energy from the Sun

It’s quite easy to derive how much energy we expect from the sun, but the good news is that since 1978 there have been satellites measuring it.

The solar “constant” is often written as S, so we’ll keep that convention. I put “constant” in quotes because it’s not really a constant, but that’s how it’s referred to. (And anyway, the changes year to year and decade to decade are very small – a subject for another post, another day).

The first important number, S = 1367 W/m2

Note the units – the amount of energy per second (the Watts) per unit area (the meters squared). By the way, sorry America, the science world moved on. We won’t convert it to ft2..

Just for illustration here’s the satellite measurements over 20 years:

Solar Radiation Received - measured by Satellites

Solar Radiation Received - measured by Satellites

For anyone a little confused, note that different satellites get different absolute measurements, it is the relative measurements that are more accurate.

Comparing Apples and Oranges? Surface Area vs Area of a Disc

The sun is really long way away from the earth – about 150M km (93M miles). We measure the incoming solar radiation at the top of the atmosphere in W/m2.

So how much total energy can be absorbed into the earth’s climate system from this solar radiation?

Solar radiation received against a "2d disc"

Solar radiation received against a "2d disc". From Elementary Climate Physics, Taylor (2005)

Hopefully the answer will become more obvious by looking at the image above. The solar radiation from a long way away strikes the effective 2d area that the earth cuts out.

A 2d area – or a flat disc – has area, A = πr2

Therefore, the total energy received by the earth = Sπr2

[Radius of the earth = 6.37 x 106 m (6,370 km) so Energy per second from the sun = 174,226,942,644,300,000 W  also written as 1.74 x 1017 W]

It’s a really big number, so to make everything easier to visualize, climate scientists generally stay with W/m2, rather than numbers like 1.74 x 1017 W.

Now the real surface area of the earth is actually, Ae= 4πr2 (not πr2)

(Area of earth, Ae= 510M km2, or 5.1×1014m2)

Why isn’t the energy received by the sun = S x 4πr2?

Look back at the graphic – is the sun shining equally on every part of the earth every second, for all 24 hours of the day? It’s not. It’s shining onto one side of the earth. It’s night time for half the world at any given moment.

So think of it like this – the absolute maximum area receiving the sun’s energy on average can only be half of the surface area of the earth – 2πr2 (=4πr2/2)

But that’s not the end of the story. Picture someone where the sun is right down near the horizon. It’s still daytime but obviously that part of the earth is not receiving 1367W/m2 – they are receiving a lot less. In fact, the only spot on earth where someone receives 1367W/m2 is where the sun is directly overhead. So the effective area receiving the solar constant of 1367 W/m2 can’t even be as high as 2πr2.

So if the idea that solar radiation only strikes an effective area of πr2 is still causing you problems, this is the concept that might help you.

Linking Incoming Solar Radiation to the Earth’s Outgoing Radiation

The earth radiates out energy in a way that is linked to the surface temperature. In fact it is proportional to the fourth power of absolute temperature.

As we think about the earth radiating out energy, it might be clearer why we labored the point earlier about the area that the sun’s energy was received over.

Take a look at that graphic again. The energy from the sun hits an effective 2d disc with area = πr2.

The earth radiates out energy from its whole surface area = 4πr2.

So to be able to compare “apples and oranges”, when climate scientists talk about energy balance and the climate system they usually convert radiation from the sun into the effective radiation averaged across the complete surface of the earth.

This is simply 1367/4 = 342.

The second important number, incoming solar radiation at the top of atmosphere = 342 W/m2 (averaged across the whole surface of the earth).

Some energy is reflected but before we consider that note that this doesn’t mean that each square meter of the earth receives 342 W/m2 – it’s just the average. The equator receives more, the poles receive less.

Albedo

Not all of this 342 W/m2 is absorbed. The clouds, aerosols, snow and ice reflect a lot of radiation. Even water reflects a few percent. On average, about 30% of the solar radiation is reflected back out. A lot of slightly different numbers are used because it’s difficult to measure average albedo.

The third important number, solar radiation absorbed into the climate system = 239 W/m2

This is simply 342 * (100% – 30%). You see slightly different numbers like 236, 240 – all related to the challenges of accurate measurement of albedo.

Some of the radiation is absorbed in the atmosphere, and the rest into the land and oceans.

The Equation

Energy radiated out from the climate system must balance the energy received from the sun. This is energy balance. If it’s not true then the earth will be heating up or cooling down. Even with current concerns over global warming the imbalance is quite small. And so, as a starting point, we say that energy radiated out = energy absorbed from the sun.

Energy radiated from the earth, Ee = S (1- A) / 4  in W/m2

where A = albedo (as a number between 0 and 1, currently 0.3)

Conclusion

The solar constant, S = 1367 W/m2

The solar radiation at the top of atmosphere averaged over the whole surface of the earth = 342 W/m2

The solar radiation absorbed by the earth’s climate system = 239 W/m2 (about 28% into the atmosphere and 72% into the earth’s surface of land, oceans, ice, etc)

Therefore, the approximate radiation from the earth’s climate system at the top of atmosphere also equals 239 W/m2.

These numbers are useful to remember.

Update – new post The Earth’s Energy Budget – Part Two

Update – new post The Earth’s Energy Budget – Part Three

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Recap

Part One opened up the topic and introduced the simple “billiard ball” or zero-dimensional analysis of the earth’s climate system. The sun radiates “shortwave” energy which is absorbed in the atmosphere and the earth’s surface. This heats up the earth’s climate system and it radiates out “longwave” energy.

The longwave energy gets significant absorption from water vapor, CO2 and methane (among other less important gases). This absorption heats up the atmosphere which re-radiates long wave energy both up and back down to the earth’s surface.

It is this re-radiation which keeps the earth’s surface at around +15°C instead of -18°C.

Part Two looked at why different gases absorb and radiate different proportions of energy – what the factors are that determine the relative importance of a “greenhouse” gas. Also why some gases like O2 and N2 absorb almost nothing in the longwave spectrum.

The Part Three introduced Radiative Transfer Equations and finished up with a look at what is called the gray model of the atmosphere. The gray model is useful for getting a conceptual understanding of how radiative transfer creates a temperature profile in the atmosphere.

However, part three didn’t finish up with enlightenment on the complete picture of CO2. The post was already long enough.

In this post we will look at “band models” and explain a little about saturation.

Band Models

Many decades ago when physicists had figured out the radiative transfer equations and filled up books with the precise and full derivations there was an obvious problem.

There was clearly no way to provide an analytical solution to how longwave radiation was absorbed and re-emitted through the atmosphere. Why? Because the actual absorption is a very complex and detailed function.

For example, as shown in an earlier post in the series, here is one part of the CO2 absorption spectrum:

CO2 spectral lines from one part of the 15um band

From "Handbook of Atmospheric Sciences", Hewitt & Jackson 2003

The precise structure of the absorption is also affected by pressure broadening as well as a couple of other factors.

So long before powerful computers were available to perform a full 1-d model through the earth’s atmosphere, various scientists started working out “parameterizations” of the bands.

What does this mean? Well, the idea is that instead of actually having to look up the absorption at each 0.01μm of the longwave spectrum, instead you could have an equation which roughly described the effect across one part of the band.

Goody in 1952 and Malkmus in 1967 proposed “narrow band” methods. Subsequently others proposed “wide band” methods. Later researchers analyzed and improved these band paramaterizations.

Without using these parameterizations, even today, with very powerful computers, it is weeks of computational time to calculate the 1-d radiative transfer function for the atmosphere for one profile.

It’s important to note that the parameterizations can be tested and checked. Kiehl and Ramanathan did a big study in 1983 and showed that many of the models were well within 10% error compared with the detailed line by line calculations.

Here is one band model:

Random Band Model

Random Band Model

Looks ugly doesn’t it? But it makes the calculations a million times easier than the detailed spectral lines all the way from 4μm up to 30μm.

The first term, TΔν, is transmittance – it’s just how much radiation gets through the gas.

Transmittance = I/Io

Transmittance = I/Io

If you don’t mind a little maths – otherwise skip to the next section

Let’s explain the equation and what it means for saturation.

First of all what are the variables?

TΔν – is the transmittance in the spectral interval Δν. Transmittance is the fraction of radiation that passes through: 0 – no radiation gets through;  1 – all the radiation gets through.

S, α and δ are all part of the band model: S – average line strength; α – line width; δ – line spacing

u – the absorber amount in the path (this is the important one to keep an eye on)

By the definition of Transmittance,TΔν = e, where χ is optical thickness. It’s the Beer Lambert law that we already saw in part three.

An alternative way of writing this is χ = – log (TΔν) , that is, the optical thickness is the log of the transmittance

Well, even the tricky band model equation can be simplified..

If   Su/πα << 1 (this means if the expression on the left side is a lot less than 1 – which happens when there isn’t “very much” of the absorbing gas)

Then the above question can be simplified to:

TΔν = exp (-Su/δ)

This means the optical thickness of the path is directly proportional to the amount of gas, u

So in part three when we looked at the Beer-Lambert law we saw this shape of the curve:

Absorption of Radiation as "optical thickness" increases, Iz=I0.exp (-x)

Transmittance of Radiation as "optical thickness" increases

But we couldn’t properly evaluate the expression because the absorption variable was a complex function of wavelength.

What the band model allows us to do is to say that under one condition, the weak condition, the optical thickness is a linear function of absorber amount, and therefore that the amount of radiation getting through the atmosphere – the Transmittance – follows this form: e

And in another condition, if

If   Su/πα >> 1 (much greater than 1, which means there is “lots” of the absorbing gas)

Then the band model can be “simplified” to:

TΔν = exp (-(Su)1/2/( δ √(πα)) )

Ok, not too easy to immediately see what is going on? But S, δ and α are constants for a given absorbing gas..

So it is easy to see what is going on:

TΔν is proportional to exp (-u1/2), i.e., proportional to exp (-√u)

Or as optical thickness, χ =- log (TΔν),

Optical thickness, χ is proportional to √u

The optical thickness, in the strong condition, is proportional to the square root of the amount of the absorber.

“Saturation” and how Transmittance and Optical Thickness Depend on the Concentration of CO2

If you skipped the maths above, no one can blame you.

Recapping what we learnt there –

In the weak condition, if we double the concentration of CO2, the optical thickness doubles and in the strong condition if we increase the concentration of CO2 by a factor of 4, the optical thickness doubles

And what were the weak and strong conditions? They were mathematically defined, but keeping it non-technical: weak is “not much” CO2 and strong is “a lot” of CO2.

But we can say that in the case of CO2 (in the 15μm band) through the troposphere (lower part of the atmosphere) it is the strong condition. And so if CO2 doubled, the optical thickness would increase by √2 (=1.4).

Simple? Not exactly simple, but we made progress. Before, we couldn’t get any conceptual understanding of the problem because the absorption spectrum was lots of lines that prevented any analytical formula.

What we have achieved here is that we have used a well-proven band model and come up with two important conditions that allow us to define the technical meaning of saturation – and even better, to see how the increasing concentration of CO2 impacts the absorption side of the radiative transfer equations.

But it’s not over yet for “saturation”, widely misunderstood as it is.. Remember that absorption is just one half of the radiative transfer equations.

Before we finish up, optical thickness isn’t exactly an intuitive or common idea, and neither is e-√χ. So here is a idea of numerically how transmittance changes under the weak and strong conditions as the concentration increases. Remember that transmittance is nice and simple – it is just the proportion of radiation that gets through the absorbing gas.

Transmittance = I/Io

Transmittance = I/Io

Suppose our optical thickness, χ = 1.

T = 0.36        =exp(-1)

Under the weak condition, if we double our optical thickness, χ = 2;     T = 0.13    =exp(-2)

and double it again, χ = 4;     T = 0.017    =exp(-4)

Under the strong condition, double our optical thickness, χ = 2;     T = 0.24    =exp(-√2)=exp(-1.41)

and double it again, χ = 4;     T = 0.13      =exp(-√4) = exp(-2)

Note: these numbers are not meant to represent any specific real world condition. It just demonstrates the kind of change you get in the amount of radiation being transmitted as the gas concentration increases under the two different conditions. It helps you get an idea of e vs e-√χ. Assuming that a few people would want to know..

Conclusion

To carry out the full 1-d radiative transfer equations vertically through the atmosphere climate scientists usually make use of band models. They aren’t perfect but they have been well tested against the “line by line” (LBL) absorption spectra.

Because they provide a mathematical parameterization they also allow us to see conceptually what happens when the concentration of an important gas like CO2 is increased. We can calculate the transmittance or absorptance that takes place.

It helps us understand “saturation” – which we have done by looking at the “strong” and “weak” conditions for optical thickness.

This term “saturation” is widely misused and conveys the idea that CO2 has done all its work and adding more CO2 doesn’t make any difference. As we will see in a future part of this series, due to the fact that gases that heat up also radiate, adding more CO2 does increase the radiative forcing at the surface – even if CO2 could have no more effect through the lower part of the atmosphere.

Well, that’s to come. What we have looked at here is some more detail of exactly how transmittance and optical thickness increase as CO2 increases.

The next post will look at the 1-dimensional model results..

UpdatePart Five now published

Reference

CO2 Radiative Paramaterization Used in Climate Models: Comparison with Narrow Band Models and With Laboratory Data, J.T. Kiehl and V. Ramanathan (1983)

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