<?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-6-3583-2006</article-id>
<title-group>
<article-title>Combined observational and modeling based study of the aerosol indirect effect</article-title>
</title-group>
<contrib-group><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="aff1">
<sup>1</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="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Myhre</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Johnsrud</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Stordal</surname>
<given-names>F.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Department of Geosciences, University of Oslo, Oslo, Norway</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Norwegian Institute for Air Research, Kjeller, Norway</addr-line>
</aff>
<pub-date pub-type="epub">
<day>04</day>
<month>09</month>
<year>2006</year>
</pub-date>
<volume>6</volume>
<issue>11</issue>
<fpage>3583</fpage>
<lpage>3601</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/6/3583/2006/acp-6-3583-2006.html">This article is available from http://www.atmos-chem-phys.net/6/3583/2006/acp-6-3583-2006.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/6/3583/2006/acp-6-3583-2006.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/6/3583/2006/acp-6-3583-2006.pdf</self-uri>
<abstract>
<p>The indirect effect of aerosols via liquid clouds is
investigated by comparing aerosol and cloud characteristics from the Global
Climate Model CAM-Oslo to those observed by the MODIS instrument onboard the
TERRA and AQUA satellites http://modis.gsfc.nasa.gov). The comparison is
carried out for 15 selected regions ranging from remote and clean to densely
populated and polluted. For each region, the regression coefficient and
correlation coefficient for the following parameters are calculated: Aerosol
Optical Depth vs. Liquid Cloud Optical Thickness, Aerosol Optical Depth vs. Liquid
Cloud Droplet Effective Radius and Aerosol Optical Depth vs. Cloud
Liquid Water Path. Modeled and observed correlation coefficients and
regression coefficients are then compared for a 3-year period starting in
January 2001. Additionally, global maps for a number of aerosol and cloud
parameters crucial for the understanding of the aerosol indirect effect are
compared for the same period of time. Significant differences are found
between MODIS and CAM-Oslo both in the regional and global comparison.
However, both the model and the observations show a positive correlation
between Aerosol Optical Depth and Cloud Optical Depth in practically all
regions and for all seasons, in agreement with the current understanding of
aerosol-cloud interactions. The correlation between Aerosol Optical Depth
and Liquid Cloud Droplet Effective Radius is variable both in the model and
the observations. However, the model reports the expected negative
correlation more often than the MODIS data. Aerosol Optical Depth is overall
positively correlated to Cloud Liquid Water Path both in the model and the
observations, with a few regional exceptions.</p>
</abstract>
<counts><page-count count="19"/></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.: A parameterization of aerosol activation, 2. Multiple aerosol type, 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"> Albrecht, B. A.: Aerosols, cloud microphysics, and fractional cloudiness, Science, 245, 1227&amp;ndash;1230, 1989. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Andreae, M. O., Rosenfeld, D., Artaxo, P., Costa, A. A., Frank, G. P., Longo, K. M., and Silvas-Dias, M. A. F.: Smoking rain clouds over the Amazon, Science, 303, 1337&amp;ndash;1342, 2004. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</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="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Ghan, S. J., Easter, R. C., Hudson, J., and Bréon, F. M.: Evaluation of aerosol indirect radiative forcing in MIRAGE, J. Geophys. Res., 106, 5317&amp;ndash;5334, 2001. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Ghan, S. J., Guzman, G., and Abdul-Razzak, H.: Competition between Sea Salt and Sulfate Particles as Cloud Condensation Nuclei, J. Atmos. Sci., 55, 3340&amp;ndash;3347, 1998. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Hansen, J., Sato, M., and Ruedy, R.: Radiative forcing and climate response, J. Geophys. Res., 102, 6831&amp;ndash;6864, 1997. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Han, Q., Rossow, W. B., and Lacis, A. A.: Near-global survey survey of effective droplet radii in liquid water clouds using ISCCP data, J. Climate, 7, 465&amp;ndash;497, 1994. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Iversen, T. and Seland, Ø.: A scheme for process-tagged SO&lt;sub&gt;4&lt;/sub&gt; 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="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Jaenicke, R.: Abundance of Cellular Material and Proteins in the Atmosphere, Science, 308, 73, 2005. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Kaufman, Y. J., Tanré, D., Remer, E. F., Vermote, A., Chu, B. N., and Holben, B. N.: Operational remote sensing of tropospheric aerosol over land from EOS moderate resolution imaging spectroradiometer, J. Geophys. Res., 102(D14), 17 051&amp;ndash;17 068, doi:10.1029/96JD03988, 1997. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Kaufman, Y. J. and Koren, I.: Smoke and Pollution Aerosol Effect on Cloud Cover, Science, 313, 655&amp;ndash;658, 2006. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Kanakidou, M., Seinfeld, J. H., Pandis, S. N., Barnes, I., Dentener, F. J., Facchini, M. C., van Dingenen, R., Ervens, B., Nenes, A., Nielsen, C. J., Swietlicki, E., Putaud, J. P., Balkanski, Y., Fuzzi, S., Horth, J., Moortgat, G. K., Winterhalter, R., Myhre, C. E. L., Tsigaridis, K., Vignati, E., Stephanou, E. G., and Wilson, J.: Organic aerosol and climate modelling: A review, Atmos Chem. Phys., 5, 1053&amp;ndash;1123, 2005. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Kirkev&amp;aring;g, 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="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Kirkev&amp;aring;g, A., Iversen, T., Seland, Ø., and Kristjánsson, J. E.: Revised schemes for aerosol optical parameters and cloud condensation nuclei, Institute Report Series, No. 128, Department of Geosciences, University of Oslo, 2005. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Kristjánsson, 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="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Liou, K.-N.: Radiation and cloud processes in the atmosphere, Oxford University Press, 487 pp., 1992. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</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="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Lohmann, U., Feichter, J., Chuang, C. C., and Penner, J. E.: Predicting the number of cloud droplets in the ECHAM GCM, J. Geophys. Res. 104, 9169&amp;ndash;9198, 1999. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Marshak, A., Platnick, S., Varnai, T., Wen, G., and Cahalan, R. F.: Impact of 3D radiative effects on satellite retrievals of cloud droplet sizes, J. Geophys. Res., 111, D09207, doi:10.1029/2005JD006686, 2006.  </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Myhre, G., Stordal, F., Johnsrud, M., Kaufman, Y. J., Rosenfeld, D., Storelvmo, T., Kristjánsson, J. E., Berntsen, T. K., Myhre, A., and Isaksen, I. S. A.: Aerosol-cloud interaction inferred from MODIS satellite data and global aerosol models, Atmos. Chem. Phys. Discuss., accepted, 2006. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Nakajima, T., Higurashi, A., Kazuaki, 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="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Penner, J. E., Andreae, M., Annegarn, H., Barrie, L., Feichter, J., Hegg, D., Jayaraman, A., Leaicht, R., Murphy, D., Nganga, J., and Pitari, G.: Aerosols, their direct and indirect effects, Chapter 5 (p. 289&amp;ndash;348) in: Climate change 2001: The scientific basis. Contribution of working group~I to the Third Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, 2001. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Platnick, S., King, M. D., Ackerman, S. A., Menzel, W. P., Baum, B. A., Riédi, J. C., and Frey, R. A.: The MODIS cloud products: Algorithms and examples from Terra, IEEE Trans. Geosci. Remote Sensing, 41, 459&amp;ndash;473, 2003. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</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 in the LMDZ general circulation model, J. Geophys. Res., 109, D08205, doi:10.1029/2003JD004317, 2004. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Quaas, J., Boucher, O., and Lohmann, U.: Constraining the total aerosol indirect effect in the LMDZ and ECHAM4 GCMs using MODIS satellite data, Atmos. Chem. Phys., 6, 947&amp;ndash;955, 2006. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Remer, L. A., Kaufman, Y. J., Mattoo, S., Martins, J. V., Ichoku, C., Levy, R. C., Kleidman, R., Tanré, D., Chu, D. A., Li, R. R., Eck, T. F., Vermote, E., and Holben, B. N.: The MODIS algorithm, products and validation, J. Atmos. Sci., 62, 947&amp;ndash;973, doi:10.1175/JAS3385.1, 2005. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Rosenfeld, D., Lahav, R., Khain, A., and Pinsky, M.: The role of Sea Spray in Cleansing Air Pollution over Ocean via Cloud Processes, Science, 297, 1667&amp;ndash;1670, 2002. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Sekiguchi, M., Nakajima, T., Suzuki, K., Kawamoto, K., Higurashi, A., Rosenfeld, D., Sano, I., and Mukai, S.: A study of the direct and indirect effects of aerosols using global satellite data sets of aerosol and cloud parameters, J. Geophys. Res., 108(D22), 4699, doi:10.1029/2002JD003359, 2003. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Slingo, A.: A GCM parameterization for the shortwave properties of water clouds, J. Atmos. Sci., 46, 1419&amp;ndash;1427, 1989. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Storelvmo, T., Kristjánsson, J. E., Ghan, S. J., Kirkev&amp;aring;g, A., Seland, Ø., and Iversen, T.: Predicting cloud droplet number concentration in CAM-Oslo, J. Geophys. Res., in press, 2006. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Tanré, D., Kaufman, Y. J., Herman, M., and Mattoo, S.: Remote sensing of aerosol properties over oceans using the MODIS/EOS spectral radiances, J. Geophys. Res., 102, 16 971&amp;ndash;16 988, 1997. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Twomey, S.: The influence of pollution on shortwave albedo of clouds, J. Atmos. Sci., 34, 1149&amp;ndash;1152, 1977. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Wetzel, M. A. and Stowe, L. L.: Satellite-observed patterns in stratus microphysics, aerosol optical thickness, and shortwave radiative forcing, J. Geophys. Res, 104, 31 287&amp;ndash;31 299, 1999. </mixed-citation>
</ref>
</ref-list>
</back>
</article>