Guest Post by Willis Eschenbach
[UPDATE 2 AM Christmas morning, and of course Murphy is still alive and his Law is still in operation. I find a decimal point error in my calculations … grrr, I hates that, ocean energy flows shows at 1/10th size. Public exposure of error, the bane of any scientific endeavor.
And Murphy being who he is, the correction doesn’t solve the puzzle at all. It only makes it more complex. I have updated Figure 2 and some of the text, and added a third figure. The only good news is, it doesn’t affect my conclusions, there’s still something very wrong in the canonical climate equations.
Merry Christmas to all, it can only get better from here.]
In the Climategate emails, Kevin Trenberth wrote:
How come you do not agree with a statement that says we are no where close to knowing where energy is going or whether clouds are changing to make the planet brighter. We are not close to balancing the energy budget. The fact that we can not account for what is happening in the climate system makes any consideration of geoengineering quite hopeless as we will never be able to tell if it is successful or not! It is a travesty!
Although I sympathized with him, I was unclear about exactly where the hole was in the energy budget. However, my research into the climate sensitivity of the GISS model has given me some new insights into the question. Intrigued by the findings I reported in “Model Charged With Excessive Use of Forcing“, I wanted to look closer at the results from the NASA GISS climate model. As you may recall, I was trying to understand the low sensitivity I had calculated for the GISSE model. I went to the CMIP archive to see if I could get the top-of-atmosphere (TOA) forcing for the GISS model month by month, but the GISS folks didn’t archive that data. Rats.
Figure 1 (may take a moment to load). Anomalies in the heat content of the top 700 metres of the ocean from 1955 to 2003. Units are zettaJoules (10^21 Joules).
Someone pointed out on that previous thread that I was neglecting the ocean in my calculations … guilty as charged. The basic energy equation for the planet is that energy added to the climate system equals energy leaving the system plus energy going into the ocean. Energy can’t just disappear, it has to go somewhere. It either leaves the system, or it goes into the ocean. So I went off to see what the change in the heat content of the ocean has looked like over the period of record. The National Oceanographic Data Center (NODC) has the data. Figure 1 shows a movie of what I found. Not much of a movie, but it’s the first one that I’ve made in R, so I was happy about that. The legend says “∆H” where it should say “H”, but it’s 3AM and I’m not going to fix it. So how can this ocean heat content information be related to the question of climate sensitivity?
As you can see in Fig. 1, nature is a puzzle. Things happen in blobs and patches, without immediately obvious reasons. However, we can see that the heat content of the top layer of the ocean has increased since 1955 by a total of 154 ZJ.
First, a bit of math. Not much math, and not complex math. We’re looking at one of the fundamental equations of the current climate paradigm. The statement above was that:
Energy added to the climate system equals energy leaving the system plus energy going into the ocean.
Mathematically this can be restated as ∆Q (change in energy added, Joules/year) = ∆U (change in energy lost, Joules/year) + ∆Ocean (change in energy in/out of ocean, Joules/year), or
∆Q = ∆U + ∆Ocean (Joules/year) (Equation 1)
Note that this is different from a statement about a general equilibrium, which may or may not be satisfied in any given year. This is an absolute requirement, because energy cannot be created or destroyed. If we add extra energy to the system, it has to either leave the system via increased radiation or get stored in the ocean. There is no “lag” or “in the pipeline” possible with Equation 1. The atmosphere has far too small a thermal mass to store a significant amount of energy. The earth warms too slowly to serve as a reservoir for annual changes. Global ice amounts are fairly stable (although they might make a very small change over the long-term, global annual variations are small). So any large annual change of incoming energy has to either change the ocean storage or leave the system.
Now, the current climate paradigm holds that “U”, the energy leaving the system, is equal to the surface temperature “T” divided by the climate sensitivity “S” (∆U=∆T/S). This is another way of stating the idea that the surface temperature is linearly related to changes in the top-of-atmosphere radiation. [See e.g. Kiehl (PDF). Be aware that Kiehl uses lambda (λ) as sensitivity, which in my terminology would be 1/Sensitivity].
The current paradigm also holds (wrongly, in my opinion) that the sensitivity “S” is a constant. The IPCC says that the central value for the climate sensitivity constant “S” is about 0.8 °C per W/m2 (or 3°C per doubling of CO2). So according to the current paradigm, we can replace ∆U (change in energy leaving the system) with ∆T/0.8. This gives us:
∆Q = ∆T / 0.8 + ∆Ocean (Joules/year) (Equation 2)
It struck me when I was looking into this that we actually have the means to test this claim of mainstream climate science. We have the historical forcings, from the GISS tables. We have the historical GISS temperatures. And we have the historical heat content of the ocean. (The conversion from Watts/m2 to joules/year is covered in the Appendix.)
Figure 2 shows annual changes in incoming energy (∆Q, red), outgoing energy (∆T/S, light blue), and energy moving into and out of the ocean ∆Ocean (dark blue). We can express them either in joules per year or in W/m2. I have chosen joules per year, to emphasize that this is the movement of actual energy that cannot be created or destroyed. It has to go somewhere, and there’s not many choices.
Figure 2. The missing energy puzzle. Every year, the amount of energy entering the system (red) should equal the energy leaving the system (light blue) plus the energy going into/out of the ocean (dark blue). It doesn’t.
Figure 3. Annual Energy Budget Error, ∆T/S + ∆H – ∆Q. Positive errors indicate excess heat in the ocean. Some folks have commented that they don’t like having photos in the background. This Figure’s for you.
As you can see, something is really, really off the rails in this. The total forcing Q is known through observation to take large drops after volcanic eruptions (from the volcanic aerosols reflecting away the sunlight), with similarly large and fast recoveries. But this is not reflected in the sum of the outgoing energy (∆T/S) plus the ocean changes. In other words, the forcing drops because of the volcanoes, but there is no corresponding drop in temperature or ocean heat storage as you would expect. The forcing springs back when the stratosphere clears after the eruption, but there is no corresponding rise in either temperature or ocean storage.
The real surprise is the absolute size of the missing energy. It is often more than 20 ZJ. This means that something very fundamental is wrong here.
Some of the possibilities for unraveling this koan are:
• Foolish math or logic error on my part. I don’t think so, as I have checked and rechecked my figures, units, and logic. But I’ve made plenty of mistakes in my life. Please check my numbers and everything else. [UPDATE – well, I sure called that one …]
• Bad data in one or more of the datasets. Always possible. However, the huge size of the discrepancy argues against that. Even though there are errors in all datasets, these would have to be very large errors. Even the forcings dataset is mostly based on observations (CO2 and volcanic aerosol changes). So bad data seems doubtful, it would have to be really, really bad.
• One of the datasets is off by one year, so the timing is wrong. That doesn’t work, though, correlation doesn’t improve with a lag or a lead.
• IPCC climate sensitivity is too large. If it were smaller, ∆T/S would be larger to help balance out the ∆Q. The problem is, the temperature changes are not well correlated with the forcing changes. In addition, the regression of (∆Q – ∆Ocean) on ∆T has an R^2 of 0.01. This means that the climate sensitivity has no explanatory power in respect to the error, regardless of its value.
• The change in energy at the top of the atmosphere (∆U) is not represented by ∆T/S. I would say that this is the most likely explanation. I think that the current paradigm, in which the temperature is linearly related to the forcing, is highly unlikely. Simple consideration of the complexity of the system discourages assumptions of linearity.
• The change in energy at the top of the atmosphere ∆U is correctly represented by ∆T/S, but S in turn is not a constant but a function of T “f(T)”. Thus the substitution in Eqn. 1 should actually be
∆U = ∆T/f(T)
This is a refinement of the previous possibility. I put this forward because of the obvious daily change in climate sensitivity in the tropics, with the sensitivity dropping as the day progresses and the temperature increases. Since that variation in the climate sensitivity occurs daily over about a third of the planet, the part of the planet where the energy enters the system, it is not unreasonable to think that the global climate sensitivity should be a function of temperature. (Note that even here the sensitivity is unlikely to be a linear function of temperature, as the natural situation contains clear thresholds at which the climate sensitivity changes rapidly.)
• Something else that I haven’t thought of yet.
I make no hard claims about any of this, as I don’t know where the missing energy really is. I don’t even know if this is the missing energy that Trenberth was talking about. My theory is that the energy is not missing, but that Equation 2 is wrong. My hypothesis is that the earth responds to volcanoes and other forcing losses by cutting back on clouds and thunderstorms. This lets in lots of energy, and as a result neither the air temperature nor the ocean heat storage change very much. I have detailed that hypothesis here.
About the only solid thing I can say out of this analysis is that if my numbers and logic are correct, then one of the fundamental equations of the current climate paradigm is falsified …
We’ll see how it plays out. All comments and explanations gladly accepted.
w.
[UPDATE: This discussion continues at Some of the Missing Energy]
APPENDIX: Converting Joules/year to W/m2 involves the fundamental relationship:
1 Joule is the application of 1 Watt for 1 second
So … one Watt/m2 applied for one year gives us 1 * 31.6E6 Joules/m2 per year. (Watts/m2 times seconds in 1 year.)
To get total Joules for the planet, we need to multiply that answer by 5.1E14 square metres, to include the total surface area. So one Watt/m2 of forcing, acting on the planet for 1 year, delivers 16.3E21 Joules/year (16.3 zettaJoules). This allows us to convert easily between Joules/year and W/m2
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something amaze my:earth is a rotating object, and I never found an energy budget off the “dark” side off the earth?
Considered heat energy to kinetic? Not sure how you measure this on a global scale
Mike
I think the fundamental problem lies with the matters that I have been trying to address.
Cloudiness and albedo actually decline when the system warms up because as part of the process the jets behave in a more zonal fashion and move poleward. Such a shift reduces the amount of cloudiness because the length of the main air mass boundaries greatly decreases with far less mixing and less clouds generated globally. Additionally reflectance decreases as the clouds move poleward.
The reverse happens when the jets become more meridional and/or move equatorward.
I first noticed an increase in meridionality and a reversal of the earlier poleward shift as long ago as 2000.
Ever since then the global cloudiness and albedo have been increasing according to the Earthshine project.
The ‘missing’ energy has therefore been lost to space because it was prevented from getting into the oceans in the first place.
The reverse sign solar effect that I have been going on about has lots of implications. One of them is that a warmer world has less clouds not more clouds because of the jetstream shifting that I have mentioned.
We need to fully integrate the reverse sign where necessary throughout current climatology and I’m pretty sure that once we do then all the puzzlement will disappear.
(Or I will look like an idiot but ‘c’est la vie’.)
So, it’s like the scene in the movie The Matrix where, Neo, is told “There is no spoon.”. So, there is no heat (Stored).
Hooray, someone else finally gets it. I’ve been banging on about ocean heat content measurements not matching up to actual energy entering and leaving the system for two years now.
Craig Loehle got his hands on ARGO data. Maybe he can help?
You may be interested in this new post on my blog Willis:
http://tallbloke.wordpress.com/2010/12/20/working-out-where-the-energy-goes-part-2-peter-berenyi
Willis:
Now you’ve done the calculations, why not compare your results with Trenberth’s papers and other peer-reviewed publications?
You would have to question the veracity of the values for incoming dQ in figure 2. How was that obtained and does it bear any relation to reality? The same goes for dU. Like you say, they don’t add up.
Willis, here’s a few thoughts about where else energy might go.
Kinetics.
Electro magnetics
Hidden heat
On an annual basis, as detailed in Paul Vaughans post today, there is a big exchange of angular momentum betwen the Earth’s crust and the atmosphere causing changes in atmospheric angular momentum and length of day. These changes must affect atmospheric pressure changes and ocean currents and sub crustal flows too, generating heat in the mantle maybe? Maybe it all ties in with Vukcevic’s stuff on geomagnetics and currents in the ring circuit too. Back EMF can soak up a lot of power, and affect the ionisation of the atmosphere.
Welcome to the bigger puzzle.
Ah, I am just a civil engineer, but surely energy gets stored in the land mass as well as in the oceans. Surface geothermal energy use is quite common in Germany and this energy comes mainly from the sun. Through flowing groundwater it can also be spread horizontally as well as vertically. So, still a big hole in the calculations.
tallbloke,
“These changes must affect atmospheric pressure changes and ocean currents and sub crustal flows too, generating heat in the mantle maybe?”
Which would lead to temperatures of millions of degrees – just as Al Gore predicted 🙂
Ahh! Finally, I see mention of kinetic energy. I’ve sheepishly asked about this once before and got no response from anyone.. didn’t pursue it because I didn’t know if I was being ignored simply because I’m an idiot (idiocy being my personal null hypothesis) or because nobody knew.
I don’t know how much energy is in the movement of air but it struck me that, even though they royally suck as an energy solution and are about as energy-efficient as a BLT with mayo, a few windmills dotted around can pluck quite a bit of energy out of the air.
It’s great that a decent bloke like Willis can do this sort of work, present it to us for comments and hangs around (after some sleep this time) to answer questions. It’s like being given a new toy to play with for Xmas, thnx W.
What gives me some additional optimism about this is the proxy records over the millenia show Ts rising to not much more than todays levels, then dropping back. If sensitivity is a function of T, the higher the T, the lower the sensitivity. A self limiting mechanism so to speak. (as the paleo records show)
Do I have that right W?
And if I do have that right, then we are essentially living through a rare warm period, and the “default” climate of the planet is cooler.
Now there’s something to worry about.
Lots of food for thought, thanks Willis. I don’t have a lot of faith in the OHC data from 1950 and even ARGO isn’t flawless. The Hadley centre said they were considering adjusting the old ship-based measurements downwards which would be very convenient for some. If there really is so much energy missing I wonder if anyone has looked in Al Gore’s hotel room?
Willis – this was a really interesting post. No disrespect to Anthony, but could I suggest you also pose the same questions over on Judith Curry’s blog. As you know the Radiative Forcing threads over there have generated quite a lot of discussion and it would be interesting to see what the reaction would be to your interesting conundrum.
Stephen Wilde says:
December 23, 2010 at 3:47 am
I think the fundamental problem lies with the matters that I have been trying to address.I haven’t had the time to keep up with everything you are saying, but I always appreciate your postings. As to the role of the jets in determining broad climate trends, I think you are right. Keep up the good work.
Basil
Willis;
Maybe I am mistaken but if the energy input is from the sun then you have to correct one of your variables on calculating total joules for the year. Either time in seconds or the surface area is too large by approximately a factor of 2. Half the earth does not receive direct energy from the sun for approximately 12 hours each day. What would that correction do for your delta Q graph. Eyeballing it it would still be out of balance and your changing sensitivity as a function of temperature would probably come close to solving the difference.
Thanks Willis for focusing on energy and not just temperature!
It has been a bug of mine for a long time that the differences in (atmospheric) temperature represent massive energy flows that are not being properly looked accounted for. Bob Tisdale comes closest with his analysis of sea-surface temperatures, but I think a lot is still being missed.
One confounding issue I have in trying to understand energy flows is the way the temperature is always given as the anomaly – usually on a monthly basis. This can show wide fluctuations (month to month) which are not necessarily the same as the actual energy in the system (if one month’s average is lower than the previous month, but the measured temperature stays the same, the anomaly will increase although the temperature didn’t).
Another thing I have not seen explained (to my satisfaction, anyway) is the fluctuation in global temperature over the year: Is this a bias because of our northern hemisphere summer or a real change in the energy in the atmosphere? If real this reveals a massive flow of energy (presumably) between the atmosphere and the oceans happening twice a year!
Anyway, I’ll keep reading and see if I can work some of this out from the articles here and elsewhere on the real climate websites (as opposed to RealClimate website!). Thanks again and Merry Christmas to you and the other contributors/moderators here at WUWT.
Rob
Roger Pielke Sr has been reiterating the need for using ocean heat as the measure of earth’s climate energy budget for years. I think the climate community is finally getting the message:
See this telling admission by Trenberth: “Tracking Earth’s Energy: Where has the energy from global warming gone?”
http://www.cgd.ucar.edu/…/Trenberth/trenberth…/TrenberthSciencePerspectives-1.pdf
And my post “The Global Warming Hypothesis and Ocean Heat”
http://wattsupwiththat.com/2009/05/06/the-global-warming-hypothesis-and-ocean-heat/
Willis wrote, “The ‘missing’ energy has therefore been lost to space because it was prevented from getting into the oceans in the first place.”
Bingo.
OHC is dominated by natural variables: ENSO, Sea Level Pressure, and the AMO.
Two things come to mind that should be large enough factors to consider in this analysis; Evaporation and plant growth.
The evaporation of water requires two orders of magnitude more energy than increasing its temperature. Thus, a relatively small amount of increased evaporation would skew the results away from the energy remaining as latent heat–i.e. an ocean temperature increase. Although the resulting water vapor would have to be “stored” somewhere and the cloud-to-rain cycle time frame is relatively short.
Another global means of energy storage is plant growth. Plant growth on land and in the ocean is necessarily using some of the energy to do complex chemical processes that result in the energy being “stored” in plant cell construction. Not sure of the relative magnitude of this, but I’d expect it to be large enough to consider.
Since plant growth uses water, these factors may also be inter-related in some way. Though I’m not sure of how that relationship would play out in an energy budget.
The earth atmosphere is not a slab, it is a dynamic fluid with all of the problems of fluid mechanics layered with heat flow. Think soaring birds to witness the dynamics. Not only does it transport birds but heat as well. Non trivial calculations at best.
Figure 2 is a stunning graphic.
One explanation for the difference may be that S varies with time duration. Intra-annual (winter-to-summer) temperature swings versus solar insolation at various locations throughout the U.S. incontrovertibly demonstrates that S is about 0.05 – 0.15 C/W/m^2. Your observation that S=0.8 C/W/m^2 is much too large for the rapid changes in forcing shown in Figure 2, is consistent with the much smaller value of S for intra-annual changes in forcing.
Willis, where is the incoming energy (∆Q, red) being measured? If it was top of atmosphere, I suppose the instrument could see the effects of stratosphere contamination by volcanoes, but I don’t see why the air would get clearer than usual following recovery. If it is from space, it’s an albedo measurement and the recovery has to do with a reduction of cloud cover to let more energy in to restore the balance, but if that’s true, then the mechanism is not clear because the signal to restore is not evident in the ocean temps, at least globally. If it’s a land-based measurement it is capturing both volcanoes and reduction in cloud cover afterward. Is it possible that the signal is in the data but is smeared by a global average? The largest effects of volcanic dimming should be evident in the tropics where ocean cooling should be taking place. Perhaps the water is sinking there and warmer water is flooding in to replace it. The cooler ocean there should reduce cloud cover to restore the balance later, but you’re showing a very fast response in the incoming energy. I doubt the ocean can react that quickly, even regionally, though it has such heat capacity, the delta T there would be very small to measure.
You’re showing a system with an extremely large negative feedback on the incoming side, it’s clearly restoring itself at incredible speed. It’s obviously seeking a target, and “knows” when it gets there, I just don’t see where the signal is that’s driving it. I suspect a regional effect that controls clouds. If true, it clearly has an amazing ability to recover. You’re looking at a system with both reactions taking place in a matter of 6 years or so, each with, say, 5 time constants in 3 years, for a TC of about 0.6 years. That’s fast.
I could see the volcano side being related to the mixing rate of dust in the atmosphere / stratosphere. Perhaps this could be directly related to cloud seeding, with the dust causing a higher rate of rainfall formation than is otherwise normal. The clouds “rain out” faster, thus lowering their residence time upon which solar can be reflected, and more effectively reduce humidity, with a net lowering of cloud cover (since they do their job faster). Once the atmosphere is scrubbed clean, rainfall rates are reduced, and cloud residence time is longer before they are seeded for condensation.
Whatever it is, it’s a really fast process.
@Willis
In the more settled science (what little there is) non-condensing greenhouse gas increase in the industrial age accounts for about 2 additional watts/m2 of forcing. Each watt should cause a rise of about 1 Kelvin (or 1 degree centigrade) if everything else is equal. Yet at most there’s only half that much warming in evidence. So the missing heat is about 1w/m2. It could be evenly distributed in the global ocean causing an almost imperceptable rise in its temperature well beyond the margin of detection error or it could be rejected by more efficient means of transport from surface to space or by a change which prevents it from ever reaching the surface in the first place.
Jörg Schulze says:
December 23, 2010 at 4:40 am
“Ah, I am just a civil engineer, but surely energy gets stored in the land mass as well as in the oceans. Surface geothermal energy use is quite common in Germany and this energy comes mainly from the sun. Through flowing groundwater it can also be spread horizontally as well as vertically. So, still a big hole in the calculations.”
Virtually no geothermal energy comes from the sun. It comes from hot spots in the crust where heat from the mantle gets close to the surface. The interior heat of the earth is left over from heat of formation and decay of radioactive minerals.