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<article language="en">
	<journal>
		<journal_title>Earth System Dynamics Discussions</journal_title>
		<journal_url>www.earth-syst-dynam-discuss.net</journal_url>
		<eissn>2190-4995</eissn>
		<volume_number>2</volume_number>
		<issue_number>1</issue_number>
		<publication_year>2011</publication_year>
	</journal>
	<doi>10.5194/esdd-2-393-2011</doi>
	<article_url>http://www.earth-syst-dynam-discuss.net/2/393/2011/</article_url>
	<abstract_html>http://www.earth-syst-dynam-discuss.net/2/393/2011/esdd-2-393-2011.html</abstract_html>
	<fulltext_pdf>http://www.earth-syst-dynam-discuss.net/2/393/2011/esdd-2-393-2011.pdf</fulltext_pdf>
	<start_page>393</start_page>
	<end_page>434</end_page>
	<publication_date>2011-05-23</publication_date>
	<article_title content_type="html">MEP solution for a minimal climate model: success and limitation of a variational problem</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>S. Pascale</name>
		</author>
		<author numeration="2" affiliations="1,2,4">
			<name>J. M. Gregory</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>M. H. P. Ambaum</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>R. Tailleux</name>
		</author>
		<author numeration="5" affiliations="1,3">
			<name>V. Lucarini</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Department of Meteorology, University of Reading, UK</affiliation>
		<affiliation numeration="2" content_type="html">Met Office Hadley Centre, Exeter, UK</affiliation>
		<affiliation numeration="3" content_type="html">Department of Mathematics, University of Reading, UK</affiliation>
		<affiliation numeration="4" content_type="html">NCAS-Climate, University of Reading, UK</affiliation>
	</affiliations>
	<abstract content_type="html">Maximum Entropy Production conjecture (MEP) is applied to a &lt;i&gt;minimal&lt;/i&gt;
four-box model of climate which accounts for both horizontal and vertical
material heat fluxes. It is shown that, under condition of fixed insolation,
a MEP solution is found with reasonably realistic temperature and heat
fluxes, thus generalising results from independent two-box horizontal or
vertical models. It is also shown that the meridional and the vertical
entropy production terms are independently involved in the maximisation and
thus MEP can be applied to each subsystem with fixed boundary conditions. We
then extend the four-box model by increasing its number of degrees of
freedom, and test its realism by comparing it with a GCM output. An
order-of-magnitude evaluation of contributions to the material entropy
production (&amp;asymp;50 mW m&lt;sup&gt;−2&lt;/sup&gt; K&lt;sup&gt;−1&lt;/sup&gt;) due to horizontal and
vertical processes within the climate system is carried out by using &lt;i&gt;ad
hoc&lt;/i&gt; temperature fields. It turns out that approximately 40 mW m&lt;sup&gt;−2&lt;/sup&gt; K&lt;sup&gt;−1&lt;/sup&gt;
is the entropy production due to vertical heat transport and 5–7 mW m&lt;sup&gt;−2&lt;/sup&gt; K&lt;sup&gt;−1&lt;/sup&gt;
to horizontal heat transport. A MEP solution is
found which is fairly realistic as far as the horizontal large scale
organisation of the surface climate is concerned whereas the vertical
structure looks to be unrealistic and presents seriously unstable features.
Finally a more general problem is investigated in which the longwave
transmissivity is varied simultaneously with the temperature. This leads to a
MEP solution characterised by a much warmer climate, with very vigorous
vertical heat fluxes, in which the atmosphere is opaque to longwave
radiation. A critical discussion about how to interpret MEP and how to apply
it in a physically correct way concludes the paper.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Caldeira, K.: The maximum entropy principle: a critical discussion, Clim. Change, 85, 267–269, 2007. </reference>
		<reference numeration="2" content_type="text"> DeGroot, S. and Mazur, P.: Non-equilibrium thermodynamics, Dover, 1984. </reference>
		<reference numeration="3" content_type="text"> Dewar, R C.: Maximum entropy production and the fluctuation theorem, Journal of Physics A, 38, L371–L381, 2005. </reference>
		<reference numeration="4" content_type="text"> Dewar, R C.: Maximum entropy production as an inference algorithm that translates physical assumption into macroscopic predictions: don&apos;t shoot the messenger, Entropy, 11, 931–944, 2009. </reference>
		<reference numeration="5" content_type="text"> Dufresne, J., Fournier, R., Hourdin, C., and Hourdin, F.: Net exchange reformulation of radiative transfer in the CO&lt;sub&gt;2&lt;/sub&gt; 15 $μ$m band on Mars, J. Atmos. Sci., 62, 3303–3319, 2005. </reference>
		<reference numeration="6" content_type="text"> Dyke, J. and Kleidon, A.: The maximum entropy production principle: its theoretical foundations and applications to the earth system, Entropy, 12, 613–630, 2010. </reference>
		<reference numeration="7" content_type="text"> Edwards, J. and Slingo, A.: Studies with a flexible new radiation code. Part one: Choosing a configuration for a large-scale model, Q. J. Roy. Meteor. Soc., 122, 689–719, 1996. </reference>
		<reference numeration="8" content_type="text"> Fraedrich, K. and Lunkeit, F.: Diagnosing the entropy budget of a climate model, Tellus A, 60(5), 921–931, 2008. </reference>
		<reference numeration="9" content_type="text"> Goody, R.: Sources and sinks of climate entropy, Q. J. Roy. Meteorol. Soc., 126, 1953–1970, 2000. </reference>
		<reference numeration="10" content_type="text"> Goody, R.: Maximum entropy production in climate theory, J. Atmos. Sc., 64, 2735–2739, 2007. </reference>
		<reference numeration="11" content_type="text"> Gordon, C., Cooper, C., Senior, C., Banks, H., Gregory, J., Johns, T., Mitchell, J., and Wood, R A.: The simulation of SST, sea ice extents and ocean heat transports in a version of the Hadley Centre coupled model without flux adjustments, Clim. Dynam., 16, 147–168, 2000. </reference>
		<reference numeration="12" content_type="text"> Grassl, H. The climate at the maximum-entropy production by meridional atmospheric and oceanic heat fluxes, Q. J. Roy. Meteor. Soc., 107, 153–166, 1981. </reference>
		<reference numeration="13" content_type="text"> Grinstein, G. and Linsker, R.: Comments on a derivation and application of the maximum entropy production principle, J. Phys A, 40, 9717–9720, 2007. </reference>
		<reference numeration="14" content_type="text"> Herbert, C., Paillard, D., and Dubrulle, B.: Entropy production and multiple equilibria: the case of the ice-albedo feedback, Earth Syst. Dynam., 2, 13–23, http://dx.doi.org/10.5194/esd-2-13-2011doi:10.5194/esd-2-13-2011, 2011. </reference>
		<reference numeration="15" content_type="text"> Herbert, C., Paillard, D., Kageyama, M., and Dubrulle, B.: Present and last glacial maximum climates as states of maximum entropy production, http://arxiv.org/abs/1101.3173, 2001. </reference>
		<reference numeration="16" content_type="text"> Ito, T. and Kleidon, A.: Non-equilibrium thermodynamics and the production of entropy, chapter 8, Entropy production of atmospheric heat transport, 93–106, Springer, 2005. </reference>
		<reference numeration="17" content_type="text"> Jaynes, E.: Information theory and statistical mechanics. Phys. Rev., 106, 620–630, 1957. </reference>
		<reference numeration="18" content_type="text"> Jones, C., Gregory, J., Thorpe, R., Cox, P., Murphy, J., Sexton, D., and Valdes, P.: Systematic optimisation and climate simulation of FAMOUS, a fast version of HadCM3, Clim. Dynam., 25, 189–204, 2005. </reference>
		<reference numeration="19" content_type="text"> Jupp, T. and Cox, P.: MEP and planetary climates: insights from a two-box climate model containing atmospheric dynamics, Philos. T. R. Soc. B, 365, 1355–1365, 2010. </reference>
		<reference numeration="20" content_type="text"> Kleidon, A.: Beyond gaia: thermodynamic of life and earth system functioning, Climatic Change, 66, 271–319, 2004. </reference>
		<reference numeration="21" content_type="text"> Kleidon, A.: Nonequilibrium thermodynamics and maximum entropy production in the earth system, Naturwissenschaften, 96, 653–677, 2009. </reference>
		<reference numeration="22" content_type="text"> Kleidon, A.: A basic introduction to the thermodynamics of the earth system far from equilibrium and maximum entropy production, Philos. T. R. Soc. B, 365, 1303–1315, 2010. </reference>
		<reference numeration="23" content_type="text"> Kleidon, A., Fraedrich, K., and T Kunz F Lunkeit, F.: The atmospheric circulation and the states of maximum entropy production, Geophys. Res. Lett., 30(23), 2223, http://dx.doi.org/10.1029/2003GL018363doi:10.1029/2003GL018363, 363, 2003. </reference>
		<reference numeration="24" content_type="text"> Kleidon, A., Fraedrich, K., Kirk, E., and Lunkeit, F.: Maximum entropy production and the strenght of boundary layer exchange in an atmospheric general circulation model, Geophys. Res. Lett., 33, L06706, http://dx.doi.org/10.1029/2005GL025373doi:10.1029/2005GL025373, 373, 2006. </reference>
		<reference numeration="25" content_type="text"> Kunz, T., Fraedrich, K., and Kirk, E.: Optimisation of simplified GCMs using circulation indices and maximum entropy production, Clim. Dynam., 30, 803–813, 2008. </reference>
		<reference numeration="26" content_type="text"> Lorenz, R., Lunine, J., Withers, P., and McKay, C.: \newblock Titan,Mars and Earth: Entropy production by latitudinal heat transport, Geophys. Res. Lett., 28(3), 415–418, 2001. </reference>
		<reference numeration="27" content_type="text"> Lucarini, V., Fraedrich, K., and Ragone, F.: Thermodynamical properties of planetary fluid envelopes, J. Atmos. Sci., in revision, 2010. </reference>
		<reference numeration="28" content_type="text"> Murakami, S. and Kitoh, A.: Euler-Lagrange equation of the most simple 1-d climate model based on the maximum entropy production hypothesys, Q. J. Roy. Meteor. Soc., 131(608), 1529–1538, 2005. </reference>
		<reference numeration="29" content_type="text"> Noda, A. and Tokioka, T.: Climates at minima of the entropy exchange rate, Journal of Meteorological Society of Japan, 61, 894–908, 1983. </reference>
		<reference numeration="30" content_type="text"> Ozawa, H. and Ohmura, A.: Thermodynamics of a global-mean state of the atmosphere: A state of maximum entropy increase, J. Climate, 10, 441–445, 1997. </reference>
		<reference numeration="31" content_type="text"> Paltridge, G.: Thermodynamic dissipation and the global climate system, Q. J. Roy. Meteor. Soc., 107, 531–547, 1981. </reference>
		<reference numeration="32" content_type="text"> Paltridge, G W.: Global dynamics and climate-a system of minimum entropy exchange, Q. J. Roy. Meteor. Soc., 101, 475–484, 1975. </reference>
		<reference numeration="33" content_type="text"> Paltridge, G W.: The steady state format of global climate, Q. J. Roy. Meteor. Soc., 104, 927–945, 1978, </reference>
		<reference numeration="34" content_type="text"> Pascale, S., Gregory, J., Ambaum, M., and Tailleux, R.: Climate entropy budget of the HadCM3 atmosphere-ocean general circulation model and FAMOUS, its low-resolution version, Clim. Dynam., 36(5–6), 1189–1206, 2011a. </reference>
		<reference numeration="35" content_type="text"> Pascale, S., Gregory, J., Ambaum, M., and Tailleux, R.: A parametric sensitivity study of entropy production and kinetic energy dissipation using the FAMOUS AOGCM, Clim. Dynam., http://dx.doi.org/10.1007/s00382-011-0996-2doi:10.1007/s00382-011-0996-2, 2011b. </reference>
		<reference numeration="36" content_type="text"> Pope, V D., Gallani, M L., Rowntree, P R., and Stratton, R A.: The impact of new physical parametrizations in the Hadley Centre climate model – HadAM3, Clim. Dynam., 16, 123–146, 2000. </reference>
		<reference numeration="37" content_type="text"> Pujol, T. and Fort, J.: States of maximum entropy production in a one-dimensional vertical model with convective adjustments, Tellus A, 54, 363–369, 2002. </reference>
		<reference numeration="38" content_type="text"> Rodgers, C.: Minimum entropy exchange principle-reply, Q. J. Roy. Meteor. Soc., 102, 455–457, 1976. </reference>
		<reference numeration="39" content_type="text"> Schulman, L L.: A theoretical study of the efficiency of the general circulation, J. Atmos. Sci., 34, 559–580, 1977. </reference>
		<reference numeration="40" content_type="text"> Smith, R S., Gregory, J M., and Osprey, A.: A description of the \textrmFAMOUS (version xdbua) climate model and control run, Geoscientific Model Development, 1, 147–185, 2008. </reference>
		<reference numeration="41" content_type="text"> Spellucci, P.: An SQP method for general nonlinear programs using only equality constrained subproblems, Math. Prog., 82, 413–448, 1998. </reference>
		<reference numeration="42" content_type="text"> Wang, B., Nakajima, T., and Shi, G.: Cloud and water vapor feedbacks in a vertical energy-balance model with maximum entropy production, J. Climate, 21(24), 6689–6698, 2008. </reference>
	</references>
</article>

