Jan 30 2008

Is There a True Average Global Temperature?

Published under Climate Change, Radiation

ice sheet insetTemperature is something we deal with everyday. Is it cold outside? I’ll wear a jacket. Is it hot? Maybe I’ll wear a t-shirt. We all have an intrinsic idea of what temperature is. Temperature is really a measure of how fast something is moving. Consider a typical nitrogen molecule (N2) in the atmosphere. Near the equator, the molecule has more energy than if it were at the poles. This is a consequence of the Earth being nearly a sphere; more of the sun’s energy is intercepted near the equator than the poles.

The sun’s energy generally won’t go directly into the nitrogen molecule. Instead, it will be absorbed by the surface. The surface will warm, and the nitrogen molecules will bump into the surface. This transfers heat from the surface to the atmosphere. Because the nitrogen molecule has more energy, it will move faster. The translational kinetic energy of a particle is 1/2 multiplied by its mass and multiplied by the square of its velocity. Thus the temperature of the air is related to the amount of energy it holds.

What is Average?

The IPCC, and many others, show plots of the yearly average surface temperature anomaly. But what do they mean by “average”? Surely there is more than one way to compute an average. There are many ways that the IPCC could compute an average yearly temperature.

Let’s assume that there are N number of weather stations unevenly spaced throughout the world. The easiest way to take an average global temperature is to just take the arithmetic mean of the high temperature on one day. This has some obvious drawbacks. First, by averaging only on one day we’re going to have really noisy results because of the random weather. Second, only the high temperature was considered, which may influence results. And probably most importantly, because these stations are irregularly spaced, those areas which are not near a weather station will be under-represented in the yearly mean.

Now assume we have weather stations throughout the world at 1 degree spacing in both latitude and longitude over both land and ocean. Here we have the problem of over-sampling near the poles, but we can account for that if we assume the earth is roughly a sphere. Let’s futher assume that the temperature reported is the temporal average during the entire day at each location. Now we can compute a yearly average temperature at each location using the standard arithmetic mean. Then we can average each of the locations using an weighted average for how much area is represented by each location. The stations near the poles would get less weight than those at the equator. This would be a good value for the average temperature of the earth during a year.

Average or Average?

I obtained the surface air temperature from the NCEP/NCAR reanalysis for the years 1948 through 2007. This is a product that offers air temperatures on a 1 degree grid like the hypothetical above. Therefore, we can use the same method of temporally and spacially averaging get an average yearly temperature for the earth. We can then compare the temperature during each year for the last 60 years. But first, let’s look at what the average temperature of the earth looks like for one year.

mean temps

This shows just the temporal averaging described above. This projection is used to not emphasize the polar regions. We can see that the equator is warmer than the poles, exactly like we would expect. In fact, this picture is quite boring. However, Dr. Pielke thinks that there is A Serious Problem With The Use Of A Global Average Surface Temperature Anomaly To Diagnose Global Warming.

Summary:  There are three [sic] main conclusions from Part I of our JGR paper. They are:

  • To diagnose the magnitude of global warming using the global average surface temperature anomaly, T’  must be tightly coupled to that thermodynamic state of the climate system; however, this is not an accurate charaterization of the Earth’s climate;
  • In constructing a global average of T’, its spatial distribution matters since T’ in regions with a baseline colder temperature have a significantly smaller effect on the return of heat energy to space (through infrared emission) than regions with a warmer baseline temperature
  • The height that T’  is measured matters, since T’ at the actual surface is not the same as T’ even slightly higher; i.e., T’ is not, in general, height invariant near the surface.
  • The use of dH/dt to diagnose global warming is a much more scientifically robust approach than using a global average surface temperature anomaly.

I will not deal with all four of the points made above, but only the second one. In the body of his post, Pielke argues that the temperature used in climate diagnostics must be the radiative temperature of the earth’s surface. He then argues that since the temperature is higher at the equator, a 1 degree rise in temperature at the equator will count more than a 1 degree rise at the poles. This is because the blackbody radiation depends upon temperature to the 4th power.

Okay, we’ll assume that is a good argument to make. What happens if we average T^4 instead of T in our calculations of a global average temperature?

temperature comparison

As can be clearly seen, the differences between the two “average” temperatures is very small. By inspection, the red line does not appear to be rising at as fast a rate as the black line since the 1980s. However, it would be difficult to say that the average global temperatures are vastly different between the two averaging cases.

1 Star2 Stars3 Stars4 Stars5 Stars (No Ratings Yet)
Loading ... Loading ...

Related Posts:

  • Regional Radiative Imbalance from Global Warming
  • Temperature Change in Tucson in the Last 60 Years
  • World Clock - Earth Temperature
  • Change my Mind?
  • Cheaper by the Decade II
  • 9 Responses to “Is There a True Average Global Temperature?”

    1. Roger A.Pielke Sr.on 31 Jan 2008 at 9:23 am

      I appreciate that you are discussing one of the weblogs on Climate Science, and the JGR paper that we recently published.

      With respect to your analysis, you have not examined our proposal. We are not comparing a radiative surface temperature with a near surface air temperature (which, of course, is interesting in its own right).

      To assess the use of the global average of [T**4 - (T+T')**4], the spatial map of this field should be presented. This would show where the change to the value of sigma T**4 is the largest. Please show this. The plot of “normal” and ‘average” radiative temperature is not what we are proposing.

      Indeed, it is easy to show that weighting by (T+T’)**4 significantly emphasizes the lower latitudes, since the relationship is to the 4th power of temperature. I look forward to your analysis as we have recommended.

    2. Eli Rabetton 31 Jan 2008 at 2:58 pm

      Yes, we learned that at school

      (T+T’)^4 = T^4*(1+T’/T)^4

      assuming T’>>T you get

      (1+T’/T)^4 ~ 1 + 4 T’/T and then

      [T**4 - (T+T’)**4] = 4 T’

      so as long as T’ is small compared to T (1K/300K is pretty small) the change in radiation is linear in T’ EVERYWHERE so Roger’s ”

      “Indeed, it is easy to show that weighting by (T+T’)**4 significantly emphasizes the lower latitudes, since the relationship is to the 4th power of temperature. I look forward to your analysis as we have recommended.”

      is just wrong.

      “The use of dH/dt to diagnose global warming is a much more scientifically robust approach than using a global average surface temperature anomaly.”

      is simply wishing for a pony because the information does not exist for any reasonable length of time into the past. It is the Sargent Schultz answer, “I don’t want to know nothing”

    3. [...] my previous post, Is There a True Average Global Temperature, I compared the mean temperature to the fourth root of the fourth moment of the temperature (the [...]

    4. Eli Rabetton 01 Feb 2008 at 1:49 pm

      With noisy data there is always a question about how far beyond the mean statistical moments of the distribution are meaningful (and yes, I meant to pun that)

    5. Eli Rabetton 06 Feb 2008 at 7:25 pm

      Made a mistake

      Eli screwed this up
      [T^4 - (T+T’)^4] = T^4-T^4*(1 + 4 T’/T) = T^4* 4 T’/T= 4T’*T^3

      However the variation of sigma T^4 over 250-250 K is pretty close to linear in T.

    6. [...] resulted in at least two perplexing rebuttals. In this post, I’ll discuss the rebuttal from Atmoz which I believe is entirely tangential to Dr. Roger Sr.’s [...]

    7. steven mosheron 16 Feb 2008 at 12:09 pm

      atmoz and Eli.

      Have a look at Lucia. You might want to unclown yourselves.
      We will see. I bet on Lucia.

      http://rankexploits.com/musings/2008/spatial-variations-in-the-temperature-anomalie-atmoz-vs-pielke-sr/

      Just because you made a mistake doesn’t make climate science wrong. So, take a deep breath and exhale.

      As She wrote:

      However, oddly enough, [Atmoz's] point [is] almost irrelevant with respect to the point Dr. Roger Sr’s made in his paper. The relevant figure with respect to Dr. Pielke’s point would have illustrated the radiant heat flux, f associated with the measured T’.

      Had Atmoz shown that, the error in the estimate of the increase in the radiated heat flux associated with T’ is error is approximately ~ {[(306 + .85)4 - 3064]/[(306 + .7)4 - 3064] -1 ~ 20%.

      That is to say: If the climate had been in quasi-equilibrium at each of those temperatures, the empirical value of “f”, the forcing or radiative imbalance associated with “T’” would be incorrect.

      This 20% error is due to spatial variations in temperature , and is separate from the simple non-linearity associated with estimating the total radiated flux (as opposed to the imbalance) a 1C temperature rise above 300. That error would be approximately 1%.

      Have fun boys. Eli, the earth is an oblate spheroid!

    8. steven mosheron 16 Feb 2008 at 4:55 pm

      Lucia has some more on the topic, which Dr. Pielke will enjoy.
      First, off Atmoz kudos to you for posting dissenting opinions.

      Now, on to Lucia:

      http://rankexploits.com/musings/2008/spatial-variations-in-gmst-eli-rabbett-vs-dr-pielke-sr/

      Rabbett stewed.

      While it’s easier to pick on Kristin Byrnes I think Rabbett might have his hands full here.

    9. Atmozon 16 Feb 2008 at 5:29 pm

      I’m not sure if you’ve seen it, but I’ve previously looked at the regional “radiative imbalance”.

    Trackback URI |

    To reduce spam, comments are automatically closed 30 days after the last comment. If you would like to comment on any closed thread, please use the contact form at the top of this page.