<?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-8-4741-2008</article-id>
<title-group>
<article-title>Remote sensing of cloud sides of deep convection: towards a three-dimensional retrieval of cloud particle size profiles</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zinner</surname>
<given-names>T.</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>Marshak</surname>
<given-names>A.</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>Lang</surname>
<given-names>S.</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>Martins</surname>
<given-names>J. V.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mayer</surname>
<given-names>B.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>NASA &amp;ndash; Goddard Space Flight Center, Climate and Radiation Branch, Greenbelt, MD, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Deutsches Zentrum für Luft- und Raumfahrt, Inst. für Physik der Atmosphäre, Oberpfaffenhofen, 82230 Wessling, Germany</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>NASA &amp;ndash; Goddard Space Flight Center, Mesoscale Atmospheric Processes Branch, Greenbelt and Science Systems and Applications Inc., Lanham, MD, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Department of Physics and Joint Center for Earth Systems Technology, University of Maryland Baltimore County, Baltimore, MD, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>18</day>
<month>08</month>
<year>2008</year>
</pub-date>
<volume>8</volume>
<issue>16</issue>
<fpage>4741</fpage>
<lpage>4757</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/8/4741/2008/acp-8-4741-2008.html">This article is available from http://www.atmos-chem-phys.net/8/4741/2008/acp-8-4741-2008.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/8/4741/2008/acp-8-4741-2008.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/8/4741/2008/acp-8-4741-2008.pdf</self-uri>
<abstract>
<p>The cloud scanner sensor is a central part of a recently proposed satellite
remote sensing concept – the three-dimensional (3-D) cloud and aerosol
interaction mission (CLAIM-3D) combining measurements of aerosol
characteristics in the vicinity of clouds and profiles of cloud microphysical
characteristics. Such a set of collocated measurements will allow new
insights in the complex field of cloud-aerosol interactions affecting
directly the development of clouds and precipitation, especially in
convection. The cloud scanner measures radiance reflected or emitted by cloud
sides at several wavelengths to derive a profile of cloud particle size and
thermodynamic phase. For the retrieval of effective size a Bayesian approach
was adopted and introduced in a preceding paper.

&lt;br&gt;&lt;br&gt;

In this paper the potential of the approach, which has to account for the
complex three-dimensional nature of cloud geometry and radiative transfer, is
tested in realistic cloud observing situations. In a fully simulated
environment realistic cloud resolving modelling provides complex 3-D
structures of ice, water, and mixed phase clouds, from the early stage of
convective development to mature deep convection. A three-dimensional Monte
Carlo radiative transfer is used to realistically simulate the aspired
observations.

&lt;br&gt;&lt;br&gt;

A large number of cloud data sets and related simulated observations provide
the database for an experimental Bayesian retrieval. An independent
simulation of an additional cloud field serves as a synthetic test bed for
the demonstration of the capabilities of the developed retrieval techniques.
For this test case only a minimal overall bias in the order of 1% as well as
pixel-based uncertainties in the order of 1 μm for droplets and 8 μm for ice
particles were found for measurements at a high spatial resolution of 250 m.</p>
</abstract>
<counts><page-count count="17"/></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"> Albrecht, B A.: Aerosols, cloud microphysics and fractional cloudiness, Science, 245, 1227–1230, 1989. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Anderson, G., Clough, S., Kneizys, F., Chetwynd, J., and Shettle, E.: AFGL atmospheric constituent profiles, Tech. Rep. AFGL-TR-86-0110, AirForce Geophys. Lab., 1986. </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 Silva-Dias, M. A F.: Smoking rain clouds over the Amazon, Science, 303, 1337–1342, 2004. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Antyufeev, V S.: Solution of the generalized transport equation with a peak-shaped indicatrix by the Monte Carlo method, Russ. J. Numer. Anal. Math. Model., 11, 113–137, 1996. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Baker, M B., Corbin, R G., and Latham, J.: The influence of entrainment on the evolution of cloud droplet spectra: I. A model of inhomogeneous mixing, Q. J. Roy. Meteorol. Soc., 106, 581–598, 1980. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Barker, H W., Goldstein, R K., and Stevens, D E.: Monte Carlo simulation of solar reflectances for cloudy atmospheres, J. Atmos. Sci., 60, 1881–1894, 2003. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Blyth, A M. and Latham, J.: A climatological parameterization for cumulus cloud, J. Atmos. Sci., 48, 2367–2372, 1991. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Brenguier, J.-L., Pawlowska, H., Schüller, L., Preusker, R., Fischer, J., and Fouquart, Y.: Radiative properties of boundary layer clouds: Droplet effective radius versus number concentration, J. Atmos. Sci., 57, 803–821, 2000. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Cahalan, R F., Oreopoulos, L., Marshak, A., Evans, K F., Davis, A B., Pincus, R., Yetzer, K H., Mayer, B., Davies, R., Ackerman, T P., et al.: The I3RC: Bringing together the most advanced radiative transfer tools for cloudy atmospheres, B. Am. Meteorol. Soc., 86, 1275–1293, 2005. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Emde, C. and Mayer, B.: Simulation of solar radiation during a total eclipse: a challenge for radiative transfer, Atmos. Chem. Phys., 7, 2259–2270, 2007. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Evans, K F., Walter, S J., Heymsfield, A J., and McFarquhar, G M.: The Submillimeter-wave cloud ice radiometer: Simulations of retrieval algorithm performance, J. Geophys. Res., 107, 4028, doi:10.1029/2001JD000709, 2002. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Fletcher, N H.: The Physics of Rain Clouds, Cambridge University Press, Thun, Frankfurt am Main, 1962. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> French, J., Vali, G., and Kelly, R D.: Observations of microphysics pertaining to the development of drizzle in warm, shallow cumulus clouds, Q. J. Roy. Meteorol. Soc., 126, 415–443, 2000. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Freud, E., Rosenfeld, D., Andreae, M. O., Costa, A. A., and Artaxo, P.: Robust relations between CCN and the vertical evolution of cloud drop size distribution in deep convective clouds, Atmos. Chem. Phys., 8, 1661–1675, 2008. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Gerber, H.: Entrainment, mixing, and microphysics in RICO cumulus, in: Proceedings of the 12th Conference on Atmospheric Radiation/12th Conference on Cloud Physics, Madison, WI, July 2006. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Hallett, J. and Mossop, S C.: Production of secondary ice particles during the riming process, Nature, 249, 26–28, 1974. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Hong, S.-Y., Dudhia, J., and Chen, S.-H.: A revised approach to ice microphysical processes for the bulk parameterization of clouds and precipitation, Mon. Weather Rev., 132, 103–120, 2004. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> IPCC 2007: Climate Change 2007: The physical science basis, Intergovernmental Panel on Climate Change (IPCC) Secretariat, c/o World Meteorological Organization, Geneva, Switzerland, 2007. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Iwabuchi, H.: Efficient Monte Carlo methods for radiative transfer modeling, J. Atmos. Sci., 63, 2324–2339, 2006. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</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, 655–658, doi:10.1126/science.1126232, 2006. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Key, J., Yang, P., Baum, B., and Nasiri, S.: Parameterization of shortwave ice cloud optical properties for various particle habits, J. Geophys. Res., 107, 4181, doi:10.1029/2001JD000742, 2002. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Khain, A P., Rosenfeld, D., and Pokrovsky, A.: Simulating convective clouds with sustained supercooled liquid water down to &amp;minus;37.5C using a spectral microphysics model, Geophys. Res. Lett., 28, 3887–3890, 2001. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Lang., S., Tao, W.-K., Cifelli, R., Olson, W., Halverson, J., Rutledge, S., and Simpson, J.: Improving simulations of convective systems from TRMM LBA: Easterly and westerly regimes, J. Atmos. Sci., 64, 1141–1164, 2007. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Marshak, A. and Davis, A B. (Eds.): 3D Radiative Transfer in Cloudy Atmospheres, Springer, Berlin, 1 edn., 2005. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Marshak, A., Martins, J V., Zubko, V., and Kaufman, Y J.: What does reflection from cloud sides tell us about vertical distribution of cloud droplet sizes?, Atmos. Chem. Phys., 6, 5295–5305, 2006. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Martin, G M., Johnson, D W., and Spice, A.: The measurement and parameterization of effective radius of droplets in warm stratocumulus clouds, J. Atmos. Sci., 51, 1823–1842, 1994. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Martins, J V., Marshak, A., Remer, L A., Rosenfeld, D., Kaufman, Y J., Fernandez-Borda, R., Koren, I., Zubko, V., and Artaxo, P.: Remote sensing the vertical profile of cloud droplet effective radius, thermodynamic phase, and temperature, Atmos. Chem. Phys. Discuss., 7, 4481–4519, 2007. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Mayer, B.: I3RC phase 1 results from the MYSTIC Monte Carlo model, in: Intercomparison of three-dimensional radiation codes: Abstracts of the first and second international workshops, University of Arizona Press, ISBN 0-9709609-0-5, 1999. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Mayer, B.: I3RC phase 2 results from the MYSTIC Monte Carlo model, in: Intercomparison of three-dimensional radiation codes: Abstracts of the first and second international workshops, University of Arizona Press, ISBN 0-9709609-0-5, 2000. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Mayer, B. and Kylling, A.: Technical Note: The libRadtran software package for radiative transfer calculations: Description and examples of use, Atmos. Chem. Phys., 5, 1855–1877, 2005. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> McFarlane, S A., Evans, K F., and Ackerman, A S.: A Bayesian algorithm for the retrieval of liquid water properties from microwave radiometer and millimiter radar data, J. Geophys. Res., 107, 4317, doi:10.1029/2001JD001011, 2002. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> McFarquhar, G M., Iacobellis, S., and Somerville, R. C J.: SCM simulations of tropical ice clouds using observationally based parameterizations of microphysics, J. Climate, 16, 1643–1664, 2003. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Meyers, M P., DeMott, P J., and Cotton, W R.: New primary ice-nucleation parameterization in an explicit cloud model, J. Appl. Meteorol., 31, 708–721, 1992. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Nakajima, T. and King, M D.: Determination of the optical thickness and effective particle radius of clouds from reflected solar radiation measurements. Part I: Theory, J. Atmos. Sci., 47, 1878–1893, 1990. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Platnick, S., King, M D., Ackerman, S A., Menzel, W P., Baum, B A., Riedi, J C., and Frey, R.: The MODIS cloud products: Algorithms and examples from TERRA, IEEE T. Geosci. Rem., 41, 459–473, 2003. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Rosenfeld, D.: ATMOSPHERE: Aerosols, Clouds, and Climate, Science, 312, 1323–1324, \doi10.1126/science.1128972, 2006. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Rosenfeld, D. and Woodley, W L.: Satellite-based insights into the precipitation formation processes in continental and maritime convective clouds, B. Am. Meteorol. Soc., 79, 2457–2476, 1998. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Rosenfeld, D. and Woodley, W L.: Deep convective clouds with sustained supercooled liquid water down to &amp;minus;37.5&amp;deg;C, Nature, 405, 440–442, 2000. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Rutledge, S A. and Hobbs, P V.: The mesoscale and microscale structure and organization of clouds and precipitation in midlatitude cyclones. Part XII: A diagnostic modeling study of precipitation development in narrow cold-frontal rainbands, J. Atmos. Sci., 41, 2949–2972, 1984. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Stamnes, K., Tsay, S C., Wiscombe, W., and Jayaweera, K.: A numerically stable algorithm for discrete-ordinate-method radiative transfer in multiple scattering and emitting layered media, Appl. Optics, 27, 2502–2509, 1988.  </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Stith, J L., Dye, J E., Bansemer, A., Heymsfield, A J., Grainger, C A., Petersen, W A., and Cifelli, R.: Microphysical observations of tropical clouds, J. Appl. Meteorol., 41, 97–117, 2002. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Tao, W.-K. and Simpson, J.: The Goddard Cumulus Ensemble Model. Part I: Model description, Terr. Atmos. Oceanic Sci., p. 1954, 1993. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Tao, W.-K., Simpson, J., Baker, D., Braun, S., Chou, M.-D., Ferrier, B., Johnson, D., Khain, A., Lang, S., Lynn, B., et al.: Microphysics, radiation and surface processes in the Goddard Cumulus Ensemble (GCE) model, Meteorol. Atmos. Phys., 82, 97–137, 2003. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Twomey, S.: The influence of pollution on the shortwave albedo of clouds, J. Atmos. Sci., 34, 1149–1152, 1977. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Williams, E., Rosenfeld, D., Madden, M., Gerlach, J., Gears, N., Atkinson, L., Dunnemann, N., Frostrom, G., Antonio, M., Biazon, B., et al.: Contrasting convective regimes over the Amazon: Implications for cloud electrification, J. Geophys. Res., 107, 8082, doi:10.1029/2001JD000380, 2002. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Wiscombe, W J.: Mie scattering calculations: advances in technique and fast, vector-speed computer codes, Tech. rep., National Center for Atmospheric Research, Boulder, CO, USA, 1979, revised 1996. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Wyser, K.: The effective radius in ice clouds, J. Climate, 11, 1793–1802, 1998. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Zinner, T. and Mayer, B.: Remote sensing of stratocumulus clouds: Uncertainties and biases due to inhomogeneity, J. Geophys. Res., 111, D14 209, doi:10.1029/2005JD006955, 2006. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Zinner, T., Mayer, B., and Schröder, M.: Determination of three-dimensional cloud structures from high-resolution radiance data, J. Geophys. Res., 111, D08204, doi:10.1029/2005JD006062, 2006. </mixed-citation>
</ref>
</ref-list>
</back>
</article>