288 comments on DrumBeat: November 7, 2006
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288 comments on DrumBeat: November 7, 2006
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GAIA Host Collective
Economic, Geological, and Institutional Determinants"" by
Robert K. Kau@ann and Cutler J. Cleveland. In that paper they try to prove that "accuracy of Hubbert's bell shaped curve is fortuitous." Has anyone a link to a rebuttal/discussion or otherwise of this paper? I am finding it hard to follow.
http://www.bu.edu/cees/people/faculty/cutler/articles/Oil_Prod_Lower_48.pdf
Thanks
Max Oakes
Edinburgh
UK
Send me some e-mail so I can tell you how you might respond to the paper in the future -- after I have read it.
I can only agree with the conclusion although I may not agree with how they got to it. We shall see.-- Dave
You might do a Google search "Central Limit Theorem Hubbert" and look through some papers that talk about Hubbert modeling failures or constraints on this kind of modeling. From Roberto --
Click to Enlarge
The "double peak" in the UK disappears
after the big North Sea fields smooth
out and there is a more normal distribution
Generally, people concerned about peak oil production are vulnerable to various critiques of Hubbert modeling unless they have taken the time to study the model in some depth. Having stared at quite a few production curves, it becomes obvious that reality is more complex than a bell curve. Hope this helps.
Basically they showed they could predict or reproduce U.S. oil production levels from the 1930s through 1990s, using just 3 factors: the price of oil; the cost of oil production; and the allowed limits on oil production enforced by the Texas Railroad Commission, a de facto cartel operating up through the early 1970s. The resulting model predicts oil production far more accurately than does the Hubbert bell curve.
This is nice work as far as it goes, but at some level it is just statistics, as they don't go deeper to discuss what this means in terms of oil production in other areas and times. And further, this new paper is not necessarily inconsistent with Hubble's basic insight about geology eventually limiting production levels.
Consider for example the Texas RRC limit, which was steadily raised until it finally hit 100% in the early 70s. Yes, you can say this explains why oil production was rising during this time. Statistically the correlation is there - the allowable production levels were increasing, and sure enough, production was increasing too. But from the larger perspective, if we ask why the Commision was raising production limits, that was due to growing demand and supply factors. The Commision did not operate in a vacuum, it made its decisions based on economic and geologic forces. Well, that's implicitly how the Hubbert curve works too (at least how I interpret it) - the upswing is due to economic factors, investment and development and growth; and the peak and downturn is due to geologic limitations. So the operation of the Commission can be seen as part of what makes the Hubbert curve work.
Another similar effect is their use of cost of oil production as a component of the model. Obviously as we get towards the down side of the Hubbert curve, oil production is much more difficult and costly. So yes, if you include oil costs in your model, you again can explain why oil production declines after a while. This is not inconsistent with the Hubbert curve, but rather it is another way of looking at the same effect.
The point is then that just because you can get a good prediction from these three factors, that's not necessarily inconsistent with the basic soundness of the Hubbert curve as a somewhat crude model. Everyone knows that the Hubbert curve is not perfect, but the fact remains that it does pretty well considering what a simple model it is.
The methodology used, the vector error correction model, is a statistical technique that attempts to identify equilibrium relationships and how deviations caused by stochastic fluctuations are transmitted across the system to return it to equilibrium. The identification of the 3 cointegrating relationships is driven, therefore, by statistics but their interpretation is economic (as well as, implicitly, geological through production costs).
You are absolutely right that the paper is not inconsistent with Hubbert; it only seeks to add to his (statistical) insight and to point out that it is, indeed, fortuitous. Fundamentally the difference between the papers is driven by different levels of aggregation where, if you smooth the curve enough, the logistic function could be said to be observed. However, when you consider the economic value of each deviation from the Hubbert curve as demonstrated in the final figure, the justification for this disaggregation can clearly be seen.
This paper clearly refutes those who suggest that changes in technology and price had no effect on oil production in the lower 48 and that the reliance on the Hubbert curve works if you want to take a crude view at oil depletion, but that we really ought to utilise a more full armoury in understanding the future of hydrocarbons.
Julian
Cry Wolf BSc PhD
Go to the Energy Bulletin and search under authors for Jeffrey Brown. There are several artitles there on the HL technique, based on Khebab's technical work. I would recommed the Hubbet's Lower 48 Prediction Revisted.