<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACP</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-6-3391-2006</article-id>
<title-group>
<article-title>Model intercomparison of indirect aerosol effects</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Penner</surname>
<given-names>J. E.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Quaas</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Storelvmo</surname>
<given-names>T.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Takemura</surname>
<given-names>T.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Boucher</surname>
<given-names>O.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Guo</surname>
<given-names>H.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kirkevåg</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kristjánsson</surname>
<given-names>J. E.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Seland</surname>
<given-names>Ø.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>University of Michigan, Department of Atmospheric, Oceanic and Space Sciences, Ann Arbor, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Laboratoire de Météorologie Dynamique, CNRS/Institut Pierre Simon Laplace, 4, place Jussieu, 75005 Paris, France</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>University of Oslo, Department of Geosciences, Oslo, Norway</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Research Institute for Applied Mechanics, Kyushu University, Fukuoka, Japan</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Laboratoire d&apos;Optique Atmosphérique, CNRS/Universite de Lille I, 59655 Villeneuve d&apos;Ascq Cedex, France</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>now at: Max Planck Institute for Meteorology, Bundesstraße 53, Hamburg, Germany</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>now at: Hadley Centre, Met Office, FitzRoy Road, Exeter EX1 3PB, UK</addr-line>
</aff>
<pub-date pub-type="epub">
<day>21</day>
<month>08</month>
<year>2006</year>
</pub-date>
<volume>6</volume>
<issue>11</issue>
<fpage>3391</fpage>
<lpage>3405</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri xlink:href="http://www.atmos-chem-phys.net/6/3391/2006/acp-6-3391-2006.html">This article is available from http://www.atmos-chem-phys.net/6/3391/2006/acp-6-3391-2006.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/6/3391/2006/acp-6-3391-2006.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/6/3391/2006/acp-6-3391-2006.pdf</self-uri>
<abstract>
<p>Modeled differences in predicted effects are increasingly used to help
quantify the uncertainty of these effects. Here, we examine modeled
differences in the aerosol indirect effect in a series of experiments that
help to quantify how and why model-predicted aerosol indirect forcing varies
between models. The experiments start with an experiment in which aerosol
concentrations, the parameterization of droplet concentrations and the
autoconversion scheme are all specified and end with an experiment that
examines the predicted aerosol indirect forcing when only aerosol sources
are specified. Although there are large differences in the predicted liquid
water path among the models, the predicted aerosol first indirect effect
for the first experiment is rather similar, about &amp;minus;0.6 Wm&lt;sup&gt;&amp;minus;2&lt;/sup&gt; to &amp;minus;0.7 Wm&lt;sup&gt;&amp;minus;2&lt;/sup&gt;.
Changes to the autoconversion scheme can lead to large changes in the liquid
water path of the models and to the response of the liquid water path to
changes in aerosols. Adding an autoconversion scheme that depends on the droplet
concentration caused a larger (negative) change in net outgoing shortwave
radiation compared to the 1st indirect effect, and the increase varied from
only 22% to more than a factor of three. The change in net shortwave
forcing in the models due to varying the autoconversion scheme depends on
the liquid water content of the clouds as well as their predicted droplet
concentrations, and both increases and decreases in the net shortwave
forcing can occur when autoconversion schemes are changed. The
parameterization of cloud fraction within models is not sensitive to the
aerosol concentration, and, therefore, the response of the modeled cloud
fraction within the present models appears to be smaller than that which
would be associated with model &quot;noise&quot;. The prediction of aerosol
concentrations, given a fixed set of sources, leads to some of the largest
differences in the predicted aerosol indirect radiative forcing among the
models, with values of cloud forcing ranging from &amp;minus;0.3 Wm&lt;sup&gt;&amp;minus;2&lt;/sup&gt; to &amp;minus;1.4 Wm&lt;sup&gt;&amp;minus;2&lt;/sup&gt;.
Thus, this aspect of modeling requires significant improvement in
order to improve the prediction of aerosol indirect effects.</p>
</abstract>
<counts><page-count count="15"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple"> Abdul-Razzak, H. and Ghan, S. J.: A parameterization of aerosol activation, 2. Multiple aerosol types, J. Geophys. Res., 105(D5), 6837&amp;ndash;6844, 2000. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Ackerman, A. S., Toon, O. B., Stevens, D. E., Heymsfield, A. J., Ramanathan, V., and Welton, E. J.: Reduction of tropical cloudiness by soot, Science, 245, 1227&amp;ndash;1230, 1989. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Ackerman, A. S., Kirkpatrick, M. P., Stevens, D. E., and Toon, O. B.: The impact of humidity above stratiform clouds on indirect aerosol climate forcing, Nature, 432(7020), 1014&amp;ndash;1017. 2004. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Anderson, T. L., Charlson, R. J., Schwartz, S. E., Knutti, R., Boucher, O., Rhode, H., and Heintzenberg, J.: Climate forcing by aerosols &amp;ndash; A hazy picture, Science, 300, 1103&amp;ndash;1104, 2003. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Arakawa, A. and Schubert, W. H.: Interaction of a cumulus cloud ensemble with large-scale environment. 1, J. Atmos. Sci., 31(3), 674&amp;ndash;701, 1974. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Berry, E. X.: Cloud droplet growth by collection, J. Atmos. Sci., 24, 688&amp;ndash;701, 1967. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Boucher, O. and Lohmann, U.: The sulfate-CCN-cloud albedo effect &amp;ndash; a sensitivity study with two general circulation models, Tellus, 47B, 281&amp;ndash;200, 1995. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Boucher, O., Le Treut, H., and Baker, M. B.: Precipitation and radiation modeling in a general circulation model: Introduction of cloud microphysical processes, J. Geophys. Res., 100, 16 395&amp;ndash;16 414, 1995. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Boucher, O., Pham, M., and Venkataraman, C.: Simulation of the atmospheric sulfur cycle in the Laboratoire de Météorologie Dynamique General Circulation Model. Model description, model evaluation, and global and European budgets, in: Note scientifique de l&apos;IPSL, Vol 21, edited by: Boulanger, J.-P. and Li, Z.-X., IPSL, Paris, 26pp, 2002. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Bréon, F.-M., Tanré, D., and Generoso, S.: Aerosol effect on cloud droplet size monitored from satellite, Science, 295, 834&amp;ndash;838, 2002. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Chen, C. and Cotton, W. R.: The physics of the marine stratocumulus-caped mixed layer, J. Atmos. Sci, 44, 2951&amp;ndash;2977, 1987. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Chen, Y. and Penner, J. E.: Uncertainty analysis for estimates of the first indirect effect, Atmos. Chem. Phys., 5, 2935&amp;ndash;2948, 2005. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Dentener, F., Kinne, S., Bond, T., Boucher, O., Cofala, J., Generoso, S., Ginoux, P., Gong, S., Hoelzemann, J. J., Ito, A., Marelli, L., Penner, J., Putaud, J.-P., Textor, C., Schulz, M., van der Werf, G. R., and Wilson, J.: Emissions of primary aerosols and precursor gases in the years 2000 and 1750: Prescribed data sets for AeroCom, Atmos. Chem. Phys. Discuss, 6, 2703&amp;ndash;2763, 2006. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Feingold, G., Eberhard, W. L., Veron, D. E., and Previdi, M.: First measurements of the Twomey indirect effect using ground-based remote sensors, Geophys. Res. Lett., 30(6), 1287, doi:10.1029/2002GL016633, 2003. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Feingold, G., Jiang, J. H., and Harrington, J. Y.: On smoke suppression of clouds in Amazonia, Geophys. Res, Lett., 32, L02804, doi:10.1029/2004GL021369, 2005. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Ghan, S. J., Leung, L. R., Easter, R. C., and Abdul-Razzak, H.: Prediction of cloud droplet number in a general circulation model, J. Geophys. Res., 102(D18), 21 777&amp;ndash;21 794, 1997. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Ghan, S. J., Easter, R. C., Chapman, E., Abdul-Razzak, H., Zhang, Y., Leung, R., Laulainen, N., Saylor, R., and Zaveri, R.: A physically-based estimate of radiative forcing by anthropogenic sulfate aerosols, J. Geophys. Res., 106, 5279&amp;ndash;5293, 2001. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Greenwald, T. J., Stephens, G. L., Vander Haar, T. H., and Jackson, D. L.: A physical retrieval of cloud liquid water over the global oceans using special sensor microwave/imager (SSM/I) observations, J. Geophys. Res., 98, 18 471&amp;ndash;18 488, 1993. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Hack, J. J.: Parameterization of moist convection in the NCAR Community Climate Model, CCM2, J. Geophys. Res, 99, 5551&amp;ndash;5568, 1994. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Hansen, J. E., Sato, M., and Ruedy, R.: Radiative forcing and climate response, J. Geophys. Res., 102, 6831&amp;ndash;6864, 1997. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Hasumi, H. and Emori, S.: K-1 coupled GCM (MIROC) description, K-1 Technical Report, No 1, CCSR/NIES/FRCGC, Tokyo, Japan, 2004. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Iversen, T. and Seland, Ø.: A scheme for process-tagged SO4 and BC aerosols in NCAR CCM3. Validation and sensitivity to cloud processes, J. Geophys. Res., 107(D24), 4751, doi:10.1029/2001JD000885, 2002. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Jones, A., Roberts, D. L., and Woodage, M. J.: Indirect sulphate aerosol forcing in a climate model with an interactive sulphur cycle, J. Geophys. Res., 106, 20 293&amp;ndash;30 310, 2001. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Kaufman, Y. J., Koren, I., Remer, L. A., Rosenfeld, D., and Rudich, Y.: The effect of smoke, dust, and pollution aerosol on shallow cloud development over the Atlantic Ocean, Proc. National Acad. Sci. USA, 102(32), 11 207&amp;ndash;11 212, 2005. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Khairoutdinov, M. and Kogan, Y.: A new cloud physics parameterization in a large eddy simulation model of marine stratocumulus, Mon. Wea. Rev., 128, 229&amp;ndash;243, 2000. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Kinne, S., Schulz, M., Textor, C., Guibert, S., Balkanski, Y., Bauer, S E., Berntsen, T., Berglen, T F., Boucher, O., Chin, M., Collins, W., Dentener, F., Diehl, T., Easter, R., Feichter, J., Fillmore, D., Ghan, S., Ginoux, P., Gong, S., Grini, A., Hendricks, J., Herzog, M., Horowitz, L., Isaksen, I., Iversen, T., Kirkev\aag, A., Kloster, S., Koch, D., Kristjansson, J E., Krol, M., Lauer, A., Lamarque, J F., Lesins, G., Liu, X., Lohmann, U., Montanaro, V., Myhre, G., Penner, J. E., Pitari, G., Reddy, S., Seland, O., Stier, P., Takemura, T., and Tie, X.: An AeroCom initial assessment &amp;ndash; Optical properties in aerosol component modules of global models, Atmos. Chem. Phys., 6, 1815&amp;ndash;1834, 2006. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Kirkev\aag, A. and Iversen, T.: Global direct radiative forcing by process-parameterized aerosol optical properties, J. Geophys. Res., 107(D20), 4433, doi:10.1029/2001JD000886, 2002. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Klein, S. A. and Hartmann, D. L.: The seasonal cycle of low stratiform clouds, J. Clim., 6, 1587&amp;ndash;1606, 1993. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Kristjansson, J. E.: Studies of the aerosol indirect effect from sulfate and black carbon aerosols, J. Geophys. Res., 107(D20), 4246, doi:10.1029/2001JD000887, 2002. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Le Treut, H. and Li, Z.-X.: Sensitivity of an atmospheric general circulation model to prescribed SST changes: Feedback processes associated with the simulation of cloud properties, Clim. Dyn., 5, 175&amp;ndash;187, 1991. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Li, Z.-X.: Ensemble atmospheric GCM simulation of climate interannual variability from 1979 to 1994, J. Clim., 12, 986&amp;ndash;1001, 1999. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Liou, K.-N. and Ou, S.-C.: The role of cloud microphysical processes in climate: An assessment from a one-dimensional perspective, J. Geophys. Res., 94, 8599&amp;ndash;8606, 1989. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Lohmann, U., Feichter, J., Chuang, C. C., and Penner, J. E.: Prediction of the number of cloud droplets in the ECHAM GCM, J. Geophys. Res., 104, 9169&amp;ndash;9198, 1999. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Lohmann, U., Feichter, J., Penner, J. E., and Leaitch, R.: Indirect effect of sulfate and carbonaceous aerosols: A mechanistic treatment, J. Geophys. Res., 105, 12 193&amp;ndash;12 206, 2000. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Lohmann, U. and Feichter, J.: Global indirect aerosol effects: A review, Atmos. Chem. Phys., 5, 715&amp;ndash;737, 2005. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Menon, S., DelGenio, A. D., Koch, D., and Tselioudis, G.: GCM Simulations of the Aerosol Indirect Effect: Sensitivity to Cloud Parameterization and Aerosol Burden, J. Atmos. Sci., 59, 692&amp;ndash;713, 2002. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Nakajima, T., Higurashi, A., Kawamoto, K., and Penner, J. E.: A possible correlation between satellite-derived cloud and aerosol microphysical parameters, Geophys. Res. Lett., 28, 1171&amp;ndash;1174, 2001. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Numaguti, A., Takahashi, M., Nakajima, T., and Sumi, A.: Development of an atmospheric general circulation model, in: Climate System Dynamics and Modeling, edited by: Matsuno, T., Cent. for Clim. Syst. Res., Univ. of Tokyo, Tokyo, 1&amp;ndash;27, 1995. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Penner, J. E., Andreae, M., Annegarn, H., Barrie, L., Feichter, J., Hegg, D., Jayaraman, A., Leaitch, R., Murphy, D., Nganga, J., and Pitari, G.: Aerosols, their Direct and Indirect Effects, in: Climate Change 2001: The Scientific Basis, edited by: Houghton, J. T., Ding, Y., Griggs, D. J., Noguer, M., Van der Linden, P. J., Dai, X., Maskell, K., and Johnson, C. A., Report to Intergovernmental Panel on Climate Change from the Scientific Assessment Working Group (WGI), Cambridge University Press, 289&amp;ndash;416, 2001. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Penner, J. E., Zhang, S. Y., and Chuang, C. C.: Soot and smoke aerosol may not warm climate, J. Geophys. Res., 108(D21), 4657, doi:10.1029/2003JD003409, 2003. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Penner, J. E., Dong, X., and Chen, Y.: Observational evidence of a change in radiative forcing due to the indirect aerosol effect, Nature, 427, 231&amp;ndash;234, 2004. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Platnick, S., King, M. D., Ackerman, S. A., et al.: The MODIS cloud products: Algorithms and examples from Terra, IEEE T. Geosci. Remote Sensing, 41(2), 459&amp;ndash;473, 2003. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Quaas, J., Boucher, O., and Bréon, F.-M.: Aerosol indirect effects in POLDER satellite data and the Laboratoire de Météorologie Dynamique-Zoom (LMDZ) general circulation model, J. Geophys. Res., 109, D08205, doi:10.1029/2003JD004317, 2004. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Rasch, P. J. and Kristjánsson, J. E.: A Comparison of the CCM3 Model Climate Using Diagnosed and Predicted Condensate Parameterizations, J. Clim., 11, 1587&amp;ndash;1614, 1998. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Reddy, M. S., Boucher, O., Bellouin, N., Schulz, M., Balkanski, Y., Dufresne, J.-L., and Pham, M.: Estimates of multi-component aerosol optical depth and direct radiative perturbation in the LMDZT General Circulation Model, J. Geophys. Res., 110, D10S16, doi:10.1029/2004JD004757, 2005. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Rotstayn, L. D. and Penner, J. E.: Indirect aerosol forcing, quasiforcing, and climate response, J. Clim., 14, 2960&amp;ndash;2975, 2001. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Rotstayn, L. D. and Liu, Y.: A smaller global estimate of the second indirect aerosol effect, Geophys. Res. Lett., 32(5), L05708, doi:10.1029/2004GL021922, 2005. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Slingo, A.: The development and verification of a cloud prediction scheme for the ECMWF model, Quart. J. Roy. Meteorol. Soc., 113, 899&amp;ndash;927, 1987. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Storelvmo, T., Kristjansson, J. E., Ghan, S.J., Kirkev\aag, A., and Seland, Ø.: Predicting cloud droplet number concentration in CAM-Oslo, J. Geophys. Res., in press, 2006. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Sundqvist, H.: A parameterization scheme for non-convective condensation including prediction of cloud water content, Quart. J. Roy. Meteorol. Soc., 104, 677&amp;ndash;690, 1978. </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Takemura, T., Nakajima, T., Dubovik, O., Holben, B. N., and Kinne, S.: Single scattering albedo and radiative forcing of various aerosol species with a global three-dimensional model, J. Clim., 15, 333&amp;ndash;352, 2002. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple"> Takemura, T., Nozawa, T., Emori, S., Nakajima, T. Y., and Nakajima, T.: Simulation of climate response to aerosol direct and indirect effects with aerosol transport-radiation model, J. Geophys. Res., 110, D02202, doi:10.1029/2004JD005029, 2005. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Textor, C., Schulz, M., Guibert, S., Kinne, S., Balkanski, Y., Bauer, S., Berntsen, T., Berglen, T., Boucher, O., Chin, M., Dentener, F., Diehl, T., Easter, R., Feichter, H., Fillmore, D., Ghan, S., Ginoux, P., Gong, S., Grini, A., Hendricks, J., Horowitz, L., Huang, P., Isaksen, I., Iversen, T., Kloster, S., Koch, D., Kirkev\aag, A., Kristjansson, J. E., Krol, M., Lauer, A., Lamarque, J. F., Liu, X., Montanaro, V., Myhre, G., Penner, J., Pitari, G., Reddy, S., Seland, Ø., Stier, P., Takemura, T., and Tie, X.: Analysis and quantification of the diversities of aerosol life cycles within AeroCom, Atmos. Chem. Phys., 6, 1777&amp;ndash;1813, 2006. </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Tiedke, M.: A comprehensive mass-flux scheme for cumulus parameterization in large-scale models, Mon. Wea. Rev., 117, 1779&amp;ndash;1800, 1989. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple"> Twomey, S.: Pollution and the planetary albedo, Atmos. Environ., 8, 1251&amp;ndash;1256, 1974. </mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> Weng, F. and Grody, N. C.: Retrieval of cloud liquid water using the special sensor microwave imager (SSM/I), J. Geophys. Res., 99, 25 535&amp;ndash;25 551, 1994. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Zhang, G. J. and McFarlane, N. A.: Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian Climate Centre general circulation model, Atmos. Ocean, 33, 407&amp;ndash;446, 1995.  </mixed-citation>
</ref>
</ref-list>
</back>
</article>