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<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-6-4163-2006</article-id>
<title-group>
<article-title>Impact of cloud-borne aerosol representation on aerosol direct and indirect effects</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ghan</surname>
<given-names>S. J.</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>Easter</surname>
<given-names>R. C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Atmospheric Science and Global Change Division, Pacific Northwest National Laboratory, Richland, Washington, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>21</day>
<month>09</month>
<year>2006</year>
</pub-date>
<volume>6</volume>
<issue>12</issue>
<fpage>4163</fpage>
<lpage>4174</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>
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<abstract>
<p>Aerosol particles attached to cloud droplets are much more likely to be
removed from the atmosphere and are much less efficient at scattering
sunlight than if unattached. Models used to estimate direct and indirect
effects of aerosols employ a variety of representations of such cloud-borne
particles. Here we use a global aerosol model with a relatively complete
treatment of cloud-borne particles to estimate the sensitivity of simulated
aerosol, cloud and radiation fields to various approximations to the
representation of cloud-borne particles. We find that neglecting transport
of cloud-borne particles introduces little error, but that diagnosing
cloud-borne particles produces global mean biases of 20% and local errors
of up to 40% for aerosol, droplet number, and direct and indirect
radiative forcing. Aerosol number, aerosol optical depth and droplet number
are significantly underestimated in regions and seasons where and when wet
removal is primarily by stratiform rather than convective clouds (polar
regions during winter), but direct and indirect effects are less biased
because of the limited sunlight there and then. A treatment that predicts
the total mass concentration of cloud-borne particles for each mode yields
smaller errors and runs 20% faster than the complete treatment. The
errors are much smaller than current estimates of uncertainty in direct and
indirect effects of aerosols, which suggests that the treatment of
cloud-borne aerosol is not a significant source of uncertainty in estimates
of direct and indirect effects.</p>
</abstract>
<counts><page-count count="12"/></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. Part 2: Multiple aerosol types, J. Geophys. Res., 105, 6837&amp;ndash;6844, 2000. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Adams, P. J. and Seinfeld, J. H.: Predicting global aerosol size distributions in general circulation models, J. Geophys. Res., 107, 4370, doi:10.1029/2001JD001010, 2002. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Barth, M., Rasch, P. J., Kiehl, J. T., Benkovitz, C. M., and Schwartz, S. E.: Sulfur chemistry in the NCAR CCM: Description, evaluation, features and sensitivity to aqueous chemistry, J. Geophys. Res, 105, 1387&amp;ndash;1415, 2000. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Barth, M. C., Stuart, A. L., and Skamarock, W. C.: Numerical simulations of the July 10, 1996, Stratospheric-Tropospheric Experiment: Radiation, Aerosols, and Ozone (STERAO) Deep Convection experiment storm &amp;ndash; Redistribution of soluble tracers, J. Geophys. Res., 106, 12 381&amp;ndash;12 400, 2001. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Chaumerliac, N., Richard, E., Pinty, J. P., and Nickerson, E. C.: Sulfur scavenging in a mesoscale model with quasi-spectral microphysics: Two-dimensional results for continental and maritime clouds, J. Geophys. Res., 92, 3114&amp;ndash;3126, 1987. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Chin, M., Rood, R. B., Lin, S.-J., Muller, J.-F., and Thompson, A. M.: Atmospheric sulfur cycle in the global model GOCART: Model description and global properties, J. Geophys. Res., 105, 24 661&amp;ndash;24 687, 2000. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Chin, M., Ginoux, P., Kinne, S., Torres, O., Holben, B. N., Duncan, B. N., Martin, R. V., Logan, J. A., Higurashi, A., and Nakajima, T.: Tropospheric aerosol optical thickness from the GOCART model and comparisons with satellite and sunphotometer measurements, J. Atmos. Sci., 59, 461&amp;ndash;483, 2002. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Easter R. C. and Luecken D. J.: A simulation of sulfur wet deposition and its dependence on the inflow of sulfur species to storms, Atmos. Environ., 22, 2715&amp;ndash;2739, 1988. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Easter, R. C., Ghan, S. J., Zhang, Y., Saylor, R. D., Chapman, E. G., Laulainen, N. S., Abdul-Razzak, H., Leung, L. R., Bian, X., and Zaveri, R. A.: MIRAGE: Model description and evaluation of aerosols and trace gases, J. Geophys. Res., 109, D20210, doi:10.1029/2004JD004571, 2004. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Flossmann, A. I., Hall, W. D., and Pruppacher, H. R.: A theoretical study of the wet removal of atmospheric pollutants. Part I: The redistribution of aerosol particles captured through nucleation and impaction scavenging by growing cloud drops, J. Atmos. Sci., 42, 583&amp;ndash;606, 1985. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Flossmann, A. I. and Pruppacher, H. R.: A theoretical study of the wet removal of atmospheric pollutants. Part III: The uptake, redistribution, and deposition of (NH$_4)_2$SO&lt;sub&gt;4&lt;/sub&gt; particles by a convective cloud using a two-dimensional cloud dynamics model, J. Atmos. Sci., 45, 1857&amp;ndash;1871, 1988. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Ghan, S. J., Leung, L. R., Easter, R. C., and Abdul-Razzak, H.: Prediction of droplet number in a general circulation model, J. Geophys. Res., 102, 21 777&amp;ndash;21 794, 1997. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Ghan, S., Laulainen, N., Easter, R., Wagener, R., Nemesure, S., Chapman, E., Zhang, Y., and Leung, R.,: Evaluation of aerosol direct radiative forcing in MIRAGE, J. Geophys. Res., 106, 5295&amp;ndash;5316, 2001a. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</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 aerosol, J. Geophys. Res., 106, 5279&amp;ndash;5294, 2001b. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Ginoux, P., Chin, M., Tegen, I., Prospero, J., Holben, B., Dubovik, O., and Lin, S.-J.: Sources and global distributions of dust aerosols simulated with the GOCART model, J Geophys. Res., 106, 20 255&amp;ndash;20 273, 2001. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Gong, S. L., Barrie, L. B., and Lazare, M.: Canadian Aerosol Module: A size-segregated simulation of atmospheric aerosol processes for climate and air quality models, 2, Global sea-salt aerosol and its budgets, J. Geophys. Res., 107, 4779, doi:10.1029/2001JD002004, 2002. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Gong, S. L., Barrie, L. A., Blanchet, J.-P., von Salzen, K., Lohmann, U., Lesins, G., Spacek, L., Zhang, L. M., Girard, E., Lin, H., Leaitch, R., Leighton, H., Chylek, P., and Huang, P.: Canadian Aerosol Module: A size-segregated simulation of atmospheric aerosol processes for climate and air quality models: 1. Module developments, J. Geophys. Res., 108, 4007, doi:10.1029/2001JD002002, 2003. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Hales, J. M.: A generalized multidimensional model for precipitation scavenging and atmospheric chemistry, Atmos. Environ., 23, 2017&amp;ndash;2031, 1989. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Intergovernmental Panel on Climate Change: Climatic Change 2001: The Scientific Basis, edited by: Houghton, T. J., Ding, Y., Griggs, D. J., and Noguer, M., Cambridge Univ. Press, Cambridge, U.K., 2001. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Iversen, T. and Seland, O.: A scheme for process-tagged SO4 and BC aerosols in NCAR-CCM3 validation and sensitivity to cloud processes, J. Geophys. Res., 107, 4751, doi:10.1029/2001JD000885, 2002. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Jones, A., Roberts, D. L., Woodage, M. J., and Johnson, C. E.: Indirect sulphate aerosol forcing in a climate model with an interactive sulphur cycle, J. Geophys. Res., 106, 20 293&amp;ndash;20 310, 2001. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Kiehl, J. T. and Gent, P. R.: The Community Climate System Model, Version Two, J. Clim., 17, 3666&amp;ndash;3682, 2004. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Kiehl, J. T., Schneider, T. L., Rasch, P. J., Barth, M. C., and Wong, J.: Radiative forcing due to sulfate aerosols from simulations with the National Center for Atmospheric Research Community Climate Model, Version 3., J. Geophys. Res., 105, 1441&amp;ndash;1457, 2000. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Kinne, S., Schulz, M., Textor, C., Guibert, S., Balkanski, Y., Bauer,~ S., Berntsen, T., Berglen, T., Boucher, O., Chin, M., Collins, W., Dentener, F., Diehl, T., Easter, R., Feichter, H., Fillmore, D., Ghan, S., Ginoux, P., Gong, S., Grini , A., Hendricks, J., Herzog, M., Horrowitz, L., Isaksen, I., Iversen, T., Jones, A., Kloster, S., Koch, D., Krool, M., Lauer, A., Lamarque, J.F., Lesins, G., Liu, X., Lohmann, U., Montanaro, V., Myhre, G., Penner, J., Pitari, G., Reddy, S., Roberts, D., 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="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Koch, D.: Transport and direct radiative forcing of carbonaceous and sulfate aerosols in the GISS GCM, J. Geophys. Res., 106, 20 311&amp;ndash;20 332, 2001. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Koch, D., Schmidt, G. A., and Field, C.: Sulfur, sea salt and radionuclide aerosols in GISS ModelE, J. Geophys. Res., 111, D06206, doi:10.1029/2004/JD005550, 2006. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Kreidenweis, S. M., Zhang, Y., and Taylor, G. R.: The effects of clouds and aerosol and chemical species production and distribution. 2. Chemistry model description and sensitivity analysis, J. Geophys. Res., 102, 23 867&amp;ndash;23 882, 1997. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Lauer, A., Hendricks, J., Ackermann, I., Schell, B., Hass, H., and Metzger, S.: Simulating aerosol microphysics with the ECHAM/MADE GCM&amp;ndash;Part I: Model description and comparison with observations, Atmos. Chem. Phys., 5, 3251&amp;ndash;3276, 2005. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Lin, S.-J. and Rood, R. B.: Multidimensional flux form semi-lagrangian transport schemes, Mon. Wea. Rev., 124, 2046&amp;ndash;2070, 1996. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Lin, S.-J. and Rood, R. B.: An explicit flux-form semi-lagrangian shallow water model on the sphere, Q. J. R. Meteorol. Soc., 123, 2531&amp;ndash;2533, 1997. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, X., Penner, J. E., and Herzog, M.: Global modeling of aerosol dynamics: Model description, evaluation and interactions between sulfate and non-sulfate aerosols, J. Geophy. Res., 110, D18206, doi:10.1029/2004JD005674, 2005. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, Y., Daum, P. H., and McGraw, R. L.: Size truncation effect, threshold behavior, and a new type of autoconversion parameterization, Geophys. Res. Lett., 32, L11811, doi:10.1029/2005GL022636, 2005. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Mahowald, N. M., Lamarque, J.-F., Tie, X. X., and Wolff, E.: Sea-salt aerosol response to climate change: Last Glacial Maximum, preindustrial, and doubled carbon dioxide climates, J. Geophys. Res., 111, D05303, doi:10.1029/2005JD006459, 2006a. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Mahowald, N. M., Muhs, D. R., Levis, S., Rasch, P. J., Yoshioka, M., Zender, C. S., and Luo, C.: Change in atmospheric mineral aerosols in response to climate: Last glacial period, preindustrial, modern, and doubled carbon dioxide climates, J. Geophys. Res., 111, D10202, doi:10.1029/2005JD006653, 2006b. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Ovtchinnikov, M. and Ghan, S. J.: Parallel simulations of aerosol influence on clouds using a cloud-resolving model and a single column model, J. Geophys. Res., 110, D15S10, doi:10.1029/2004JD005088, 2005. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Rasch, P. J. and Kristjansson, 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="ref37">
<label>37</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 global multicomponent aerosol optical depth and direct radiative perturbation in the Laboratoire de Me&apos;te&apos;orologie Dynamique general circulation model, J Geophys. Res., 110, D10S16, doi:10.1029/2004JD004757, 2005. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Rutledge, S. A., Hegg, D. A., and Hobbs, P. V.: A numerical-model for sulfur and nitrogen scavenging in narrow cold-frontal rainbands. 1. Model description and discussion of microphysical fields, J. Geophys. Res., 91, 14 385&amp;ndash;14 402, 1986. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Spracklen, D. V., Pringle, K. J., Carslaw, K. S., Chipperfield, M. P., and Mann, G. W.: A global off-line model of size-resolved aerosol microphysics: I. Model development and prediction of aerosol properties, Atmos. Chem. Phys., 5, 2227&amp;ndash;2252, 2005. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Stier, P., Feichter, J., Kinne, S., Kloster, S., Vignati, E., Wilson, J., Ganzeveld, L., Tegen, I., Werner, M., Balkanski, Y., Schulz, M., Boucher, O., Minikin, A., and Petzold, A.: The aerosol-climate model ECHAM5-HAM, Atmos. Chem. Phys., 5, 1125&amp;ndash;1156, 2005. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Storelvmo, T., Kristjansson, J. E., Ghan, S. J., Kirkev&amp;aring;g, A., and Seland, Ø.: Predicting cloud droplet number concentration in CAM-Oslo, J. Geophys. Res., in press, 2006. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</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="ref43">
<label>43</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., Horrowitz, L., Isaksen, I., Iversen, T., Kloster, S., Koch, D., Kirkev&amp;aring;g, 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="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Tie, X., Brasseur, G., Emmons, L., Horowitz, L., and Kinnison, D.: Effects of aerosols on tropospheric oxidants: A global model study, J. Geophys. Res., 106, 2931&amp;ndash;2964, 2001. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Tie, X., Madronich, S., Walters, S., Edwards, D. P., Ginoux, P, Mahowald, N., Zhang, R. Y., Lou, C., and Brasseur, G.: Assessment of the global impact of aerosols on tropospheric oxidants, J. Geophys. Res., 110, D03204, doi:10.1029/2004JD005359, 2005. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Tremblay, A. and Leighton, H.: A 3-dimensional cloud chemistry model, J. Appl. Met., 25, 652&amp;ndash;671, 1986. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Zhang, L., Gong, S.-L., Padro, J., and Barrie, L.: A size-segregated particle dry deposition scheme for an atmospheric aerosol module, Atmos. Environ., 35, 549&amp;ndash;560, 2001.  </mixed-citation>
</ref>
</ref-list>
</back>
</article>