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<article language="en">
	<journal>
		<journal_title>Atmospheric Chemistry and Physics</journal_title>
		<journal_url>www.atmos-chem-phys.net</journal_url>
		<issn>1680-7316</issn>
		<eissn>1680-7324</eissn>
		<volume_number>8</volume_number>
		<issue_number>18</issue_number>
		<publication_year>2008</publication_year>
	</journal>
	<doi>10.5194/acp-8-5699-2008</doi>
	<article_url>http://www.atmos-chem-phys.net/8/5699/2008/</article_url>
	<abstract_html>http://www.atmos-chem-phys.net/8/5699/2008/acp-8-5699-2008.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys.net/8/5699/2008/acp-8-5699-2008.pdf</fulltext_pdf>
	<start_page>5699</start_page>
	<end_page>5713</end_page>
	<publication_date>2008-09-29</publication_date>
	<article_title content_type="html">Quantitative performance metrics for stratospheric-resolving chemistry-climate models</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>D. W. Waugh</name>
		</author>
		<author numeration="2" affiliations="2">
			<name>V. Eyring</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Department of Earth and Planetary Science, Johns Hopkins University, Baltimore, MD, USA</affiliation>
		<affiliation numeration="2" content_type="html">Deutsches Zentrum für Luft- und Raumfahrt, Institut für Physik der Atmosphäre, Oberpfaffenhofen, Germany</affiliation>
	</affiliations>
	<abstract content_type="html">A set of performance metrics is applied to stratospheric-resolving
chemistry-climate models (CCMs) to quantify their ability to
reproduce key processes relevant for stratospheric ozone. The same
metrics are used to assign a quantitative measure of performance
(&quot;grade&quot;) to each model-observations comparison shown in
Eyring et al. (2006). A wide range of grades is obtained, both for
different diagnostics applied to a single model and for the same
diagnostic applied to different models, highlighting the wide range
in ability of the CCMs to simulate key processes in the
stratosphere. No model scores high or low on all tests, but
differences in the performance of models can be seen, especially for
processes that are mainly determined by transport where several
models get low grades on multiple tests. The grades are used to
assign relative weights to the CCM projections of 21st century total
ozone. For the diagnostics used here there are generally only small
differences between weighted and unweighted multi-model mean and
variances of total ozone projections. This study raises several issues with the grading and weighting of
CCMs that need further examination. However, it does provide a
framework and benchmarks that will enable quantification of model
improvements and assignment of relative weights to the model
projections.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Akiyoshi, H., Sugita, T., Kanzawa, H., and Kawamoto, N.: Ozone perturbations in the Arctic summer lower stratosphere as a reflection of NO&lt;sub&gt;x&lt;/sub&gt; chemistry and planetary scale wave activity, J. Geophys. Res., 109, D03304, doi:10.1029/2003JD003632, 2004. </reference>
		<reference numeration="2" content_type="text"> Austin, J.: A three-dimensional coupled chemistry-climate model simulation of past stratospheric trends, J. Atmos. Sci., 59, 218–232, 2002. </reference>
		<reference numeration="3" content_type="text"> Austin, J., Shindell, D., Beagley, S. R., Brühl, C., Dameris, M., Manzini, E., Nagashima, T., Newman, P., Pawson, S., Pitari, G., Rozanov, E., Schnadt, C., and Shepherd, T. G.: Uncertainties and assessments of chemistry-climate models of the stratosphere, Atmos. Chem. Phys., 3, 1–27, 2003. </reference>
		<reference numeration="4" content_type="text"> Austin, J., Wilson, R. J., Li, F., and Vomel, H.: Evolution of water vapor concentrations and stratospheric age of air in coupled chemistry-climate model simulations, J. Atmos. Sci., 64, 905–921, 2006. </reference>
		<reference numeration="5" content_type="text"> Brunner, D., Staehlin, J., Rogers, H. L., et al.: An evaluation of the performace of chemistry transport models by comparison with research aircraft observations, Part 1: Concepts and overall model performance, Atmos. Chem. Phys., 3, 1609–1631, 2003. </reference>
		<reference numeration="6" content_type="text"> Connolley, W. M. and Bracegirdle, T. J.: An Antarctic assessment of IPCC AR4 climate models, Geophys. Res. Lett., 34, doi:10.1029/2007GL031648, 2007. </reference>
		<reference numeration="7" content_type="text"> Dameris, M., Grewe, V., Ponater, M., Deckert, R., Eyring, V., Mager, F., Matthes, S., Schnadt, C., Stenke, A., Steil, B., Brühl, C., and Giorgetta, M.: Long-term changes and variability in a transient simulation with a chemistry-climate model employing realistic forcings, Atmos. Chem. Phys., 5, 2121–2145, 2005. </reference>
		<reference numeration="8" content_type="text"> Douglass, A. R., Prather, M. J., Hall, T. M., Strahan, S. E., Rasch,P. J., Sparling, L. C., Coy, L., and Rodriguez, J. M.: Choosing meteorological input for the global modeling initiative assessment of high-speed aircraft, J. Geophys. Res., 104, 27 545–27 564, 1999. </reference>
		<reference numeration="9" content_type="text"> Egorova, T., Rozanov, E., Zubov, V., Manzini, E., Schmutz, W., and Peter, T.: Chemistry-climate model SOCOL: a validation of the present-day climatology, Atmos. Chem. Phys., 5, 1557–1576, 2005. </reference>
		<reference numeration="10" content_type="text"> Eyring, V., Harris, N. R. P., Rex, M., et al.: A strategy for process-oriented validation of coupled chemistry-climate models, B. Am. Meteorol. Soc., 86, 1117–1133, 2005. </reference>
		<reference numeration="11" content_type="text"> Eyring, V., Butchart, N., Waugh, D. W., et al.: Assessment of temperature, trace species, and ozone in chemistry-climate model simulations of the recent past, J. Geophys. Res., 111, D22308, doi:10.1029/2006JD007327, 2006. </reference>
		<reference numeration="12" content_type="text"> Eyring, V., Waugh, D. W., Bodeker, G. E., et al.: Multimodel projections of stratospheric ozone in the 21st century, J. Geophys. Res., 112, D16303, doi:10.1029/2006JD008332, 2007. </reference>
		<reference numeration="13" content_type="text"> Fomichev, V. I., Jonsson, A. I., de Grandpré, J., Beagley, S. R., et al.: Response of the middle atmosphere to CO&lt;sub&gt;2&lt;/sub&gt; doubling: Results from the Canadian Middle Atmosphere Model, J. Climate, 20, 1121–1144, 2007. </reference>
		<reference numeration="14" content_type="text"> Garcia, R. R., Marsh, D., Kinnison, D., Boville, B., and Sassi, F.: Simulations of secular trends in the middle atmosphere, 1950–2003, J. Geophys. Res., 112, D09301, doi:10.1029/2006JD007485, 2007. </reference>
		<reference numeration="15" content_type="text"> Gelman, M. E., Miller, A. J., Johnson, K. W., and Nagatani, R.: Detection of long-term trends in global stratospheric temperature from NMC analyses derived from NOAA satellite data, Adv. Space Res., 6, 17–26, 1996. </reference>
		<reference numeration="16" content_type="text"> Gettelman, A., Birner, T., Eyring, V., Akiyoshi, H., Plummer, D. A., Dameris, M., Bekki, S., Lefevre, F., Lott, F., Brühl, C., Shibata, K., Rozanov, E., Mancini, E., Pitari, G., Struthers, H., Tian, W., and Kinnison, D. E.: The Tropical Tropopause Layer 1960–2100, Atmos. Chem. Phys. Discuss., 8, 1367–1413, 2008. </reference>
		<reference numeration="17" content_type="text"> Gleckler, P. J., Taylor, K. E., and Doutriaux, C.: Performance Metrics for Climate Models, J. Geophys. Res., 113, D06104, doi:10.1029/2007JD008972, 2008. </reference>
		<reference numeration="18" content_type="text"> Grooß, J.-U. and Russell III, J. M.: Technical note: A stratospheric climatology for O&lt;sub&gt;3&lt;/sub&gt;, H&lt;sub&gt;2&lt;/sub&gt;O, CH&lt;sub&gt;4&lt;/sub&gt;, NO&lt;sub&gt;x&lt;/sub&gt;, HCl and HF derived from HALOE measurements, Atmos. Chem. Phys., 5, 2797–2807, 2005. </reference>
		<reference numeration="19" content_type="text"> Hall, T. M., Waugh, D. W., Boering, K. A., and Plumb, R. A.: Evaluation of transport in stratospheric models, J. Geophys. Res., 104, 18 815–18 840, 1999. </reference>
		<reference numeration="20" content_type="text"> Lott, F., Fairhead, L., Hourdin, F., and Levan, P.: The stratospheric version of LMDz: Dynamical Climatologies, Arctic Oscillation, and Impact on the Surface Climate, Clim. Dynam., 25, 851–868, 2005. </reference>
		<reference numeration="21" content_type="text"> Mote, P. W., Rosenlof, K. H., McIntyre, M. E., Carr, E. S., Gille, J. C., Holton, J. R., Kinnersley, J. S., Pumphrey, H. C., Russell III, J., and Waters, J. W.: An atmospheric tape recorder: The imprint of tropical tropopause temperatures on stratospheric water vapor, J. Geophys. Res., 101, 3989–4006, doi:10.1029/95JD03422, 1996. </reference>
		<reference numeration="22" content_type="text"> Newman, P. A., Nash, E. R., and Rosenfield, J. E.: What controls the temperature of the Arctic stratosphere during spring?, J. Geophys. Res., 106, 19 999–20 010, 2001. </reference>
		<reference numeration="23" content_type="text"> Pawson, S., Stolarski, R. S., Douglass, A. R., Newman, P. A., Nielsen, J. E., Frith, S. M., and Gupta, M. L.: Goddard Earth Observing System Chemistry-Climate Model Simulations of Stratospheric Ozone-Temperature Coupling Between 1950 and 2005, J. Geophys. Res, 113, D12103, doi:10.1029/2007JD009511, 2008. </reference>
		<reference numeration="24" content_type="text"> Pitari, G., Mancini, E., Rizi, V., and Shindell, D.: Feedback of future climate and sulfur emission changes an stratospheric aerosols and ozone, J. Atmos. Sci., 59, 414–440, 2002. </reference>
		<reference numeration="25" content_type="text"> Randel, W., Udelhofen, P., Fleming, E., et al.: The SPARC Intercomparison of Middle-Atmosphere Climatologies, J. Climate, 17, 986–1003, 2004. </reference>
		<reference numeration="26" content_type="text"> Reichler, T. and Kim, J.: How well do coupled models simulate today&apos;s climate?, B. Am. Meteorol. Soc., 89, 303–311, 2008. </reference>
		<reference numeration="27" content_type="text"> Shibata, K. and Deushi, M.: Partitioning between resolved wave forcing and unresolved gravity wave forcing to the quasi-biennial oscillation as revealed with a coupled chemistry-climate model, Geophys. Res. Lett., L12820, doi:10.1029/2005GL022885, 2005. </reference>
		<reference numeration="28" content_type="text"> Schmittner A., Latif, M., and Schneider, B.: Model projections of the North Atlantic thermohaline circulation for the 21st century, Geophys. Res. Lett., 32, doi:10.1029/2005GL024368, 2005. </reference>
		<reference numeration="29" content_type="text"> Shepherd, T. G.: Dynamics, Stratospheric Ozone and Climate Change, Atmos.-Ocean, 46, 117–138, 2008. </reference>
		<reference numeration="30" content_type="text"> Steil, B., Brühl, C., Manzini, E., Crutzen, P. J., Lelieveld, J., Rasch, P. J., Roeckner, E., and Krüger, K.: A new interactive chemistry climate model, 1: Present day climatology and interannual variability of the middle atmosphere using the model and 9 years of HALOE/UARS data, J. Geophys. Res., 108, 4290, doi:10.1029/2002JD002971, 2003. </reference>
		<reference numeration="31" content_type="text"> Stevenson, D. S., Dentener, F. J., Schultz, M. G., et al.: Multimodel ensemble simulations of present-day and near-future tropospheric ozone, J. Geophys. Res., 111, D08301, doi:10.1029/2005JD006338, 2006. </reference>
		<reference numeration="32" content_type="text"> Strahan, S. E. and Douglass, A. R.: Evaluating the credibility of transport processes in simulations of ozone recovery using the Global Modeling Initiative three-dimensional model, J. Geophys. Res., 109, D05110, doi:10.1029/2003JD004238, 2004. </reference>
		<reference numeration="33" content_type="text"> Swinbank, R. and O&apos;Neill, A.: A stratosphere-troposphere data assimilation system, Mon. Weather Rev., 122, 686–702, 1994. </reference>
		<reference numeration="34" content_type="text"> Taylor, K. E.: Summarizing multiple aspects of model performance in a single diagram, J. Geophys. Res., 106, 7183–7192, 2001. </reference>
		<reference numeration="35" content_type="text"> Tian, W. and Chipperfield, M. P.: A new coupled chemistry-climate model for the stratosphere: The importance of coupling for future O3-climate predictions, Q. J. Roy. Meteor. Soc., 131, 281–304, 2005. </reference>
		<reference numeration="36" content_type="text"> Uppala, S. M., K&amp;aring;llberg, P. W., Simmons, A. J., et al.: The ERA-40 reanalysis, Q. J. Roy. Meteor. Soc., 131, 2961–3012, 2005. </reference>
		<reference numeration="37" content_type="text"> Waugh, D. W. and Hall, T. M.: Age of stratospheric air: theory, observations, and models, Rev. Geophys., 40, 1010, doi:10.1029/2000RG000101, 2002. </reference>
		<reference numeration="38" content_type="text"> Wilks, D. S.: Statistical methods in the atmospheric sciences, Academic Press, London, UK, 467 pp., 1995. </reference>
		<reference numeration="39" content_type="text"> World Meteorological Organization (WMO)/United Nations Environment Programme (UNEP): Scientific Assessment of Ozone Depletion: 2006, World Meteorological Organization, Global Ozone Research and Monitoring Project, Report No. 50, Geneva, Switzerland, 2007. </reference>
	</references>
</article>

