<?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-11-12887-2011</article-id>
<title-group>
<article-title>Resolving both entrainment-mixing and number of activated  CCN in deep convective clouds</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Freud</surname>
<given-names>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>Rosenfeld</surname>
<given-names>D.</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>Kulkarni</surname>
<given-names>J. R.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>The Department of Atmospheric Sciences, The Hebrew University of Jerusalem, 91904 Jerusalem, Israel</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Institute of Tropical Meteorology, Dr. Homi Bhabha Road,  Pashan, Pune 411008, India</addr-line>
</aff>
<pub-date pub-type="epub">
<day>20</day>
<month>12</month>
<year>2011</year>
</pub-date>
<volume>11</volume>
<issue>24</issue>
<fpage>12887</fpage>
<lpage>12900</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/11/12887/2011/acp-11-12887-2011.html">This article is available from http://www.atmos-chem-phys.net/11/12887/2011/acp-11-12887-2011.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/11/12887/2011/acp-11-12887-2011.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/11/12887/2011/acp-11-12887-2011.pdf</self-uri>
<abstract>
<p>The number concentration of activated CCN (&lt;i&gt;N&lt;/i&gt;&lt;sub&gt;a&lt;/sub&gt;) is the most
fundamental microphysical property of a convective cloud. It determines the
rate of droplet growth with cloud depth and conversion into
precipitation-sized particles and affects the radiative properties of the
clouds. However, measuring &lt;i&gt;N&lt;/i&gt;&lt;sub&gt;a&lt;/sub&gt;  is not always possible, even in the
cores of the convective clouds, because entrainment of sub-saturated ambient
air deeper into the cloud lowers the concentrations by dilution and may cause
partial or total droplet evaporation, depending on whether the mixing is
homogeneous or extreme inhomogeneous, respectively.
&lt;br&gt;&lt;br&gt;
Here we describe a methodology to derive &lt;i&gt;N&lt;/i&gt;&lt;sub&gt;a&lt;/sub&gt; based on the rate of
cloud droplet effective radius (&lt;i&gt;R&lt;/i&gt;&lt;sub&gt;e&lt;/sub&gt;) growth with cloud depth and with
respect to the cloud mixing with the entrained ambient air. We use the slope
of the tight linear relationship between the adiabatic liquid water mixing
ratio and &lt;i&gt;R&lt;/i&gt;&lt;sub&gt;e&lt;/sub&gt;&lt;sup&gt;3&lt;/sup&gt; (or &lt;i&gt;R&lt;/i&gt;&lt;sub&gt;v&lt;/sub&gt;&lt;sup&gt;3&lt;/sup&gt;) to derive an upper limit for
&lt;i&gt;N&lt;/i&gt;&lt;sub&gt;a&lt;/sub&gt; assuming extreme inhomogeneous mixing. Then we tune &lt;i&gt;N&lt;/i&gt;&lt;sub&gt;a&lt;/sub&gt;
down to find the theoretical relative humidity that the entrained ambient air
would have for each horizontal cloud penetration, in case of homogeneous
mixing. This allows us to evaluate both the entrainment and mixing process in
the vertical dimension in addition to getting a better estimation for &lt;i&gt;N&lt;/i&gt;&lt;sub&gt;a&lt;/sub&gt;.
&lt;br&gt;&lt;br&gt;
We found that the derived &lt;i&gt;N&lt;/i&gt;&lt;sub&gt;a&lt;/sub&gt; from the entire profile data is highly
correlated with the independent CCN measurements from below cloud base.
Moreover, it was found that mixing of sub-saturated ambient air into the
cloud at scales of ~100 m and above is inclined towards the extreme
inhomogeneous limit, i.e. that the time scale of droplet evaporation is
significantly smaller than that for turbulent mixing. This means that ambient
air that entrains the cloud is pre-moistened by total evaporation of cloud
droplets before it mixes deeper into the clouds where it can hardly change
the droplet size distribution, hence &lt;i&gt;R&lt;/i&gt;&lt;sub&gt;e&lt;/sub&gt; remains close to its
adiabatic value at any given cloud depth. However, the tendency towards the
extreme inhomogeneous mixing appeared to slightly decrease with altitude,
possibly due to enhanced turbulence and larger cloud drops aloft.
&lt;br&gt;&lt;br&gt;
Quantifying these effects, based on more examples from other projects and
high resolution cloud models is essential for improving our understanding of
the interactions between the cloud and its environment. These interactions
may play an important role in cloud dynamics and microphysics, by affecting
cloud depth and droplet size spectra, for example, and may therefore
influence the cloud precipitation formation processes.</p>
</abstract>
<counts><page-count count="14"/></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 Cloudines, Science, 245, 1227–1230, 1989. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Andreae, M., Rosenfeld, D., Artaxo, P., Costa, A., Frank, G., Longo, K., and Silva-Dias, M.: Smoking rain clouds over the Amazon, Science, 303, 1337, doi:10.1126/science.1092779, 2004. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Andreae, M O.: Correlation between cloud condensation nuclei concentration and aerosol optical thickness in remote and polluted regions, Atmos. Chem. Phys., 9, 543–556, http://dx.doi.org/10.5194/acp-9-543-2009doi:10.5194/acp-9-543-2009, 2009. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Axisa, D., Rosenfeld, D., Santrpia, J., Woodley, W., and Collins, D.: The Southern Plains Experiment in Cloud Seeding of Thunderstorms for Rainfall Augmentation (SPECTRA) Project: Operational tools used towards verifying glaciogenic and hygroscopic seeding conceptual models, case studies and preliminary results, in: 16th Conference on Planned and Inadvertent Weather Modification, 2005. </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. 1. 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"> Baker, M B., Breidenthal, R E., Choularton, T W., and Latham, J.: The Effects of Turbulent Mixing in Clouds, J. Atmos. Sci., 41, 299–304, 1984. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Barahona, D. and Nenes, A.: Parameterization of cloud droplet formation in large scale models: including effects of entrainment, J. Geophys. Res., 112, D16206, doi:10.1029/2007JD008473, 2007. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Bennartz, R.: Global assessment of marine boundary layer cloud droplet number concentration from satellite, J. Geophys. Res, 112, D02201, doi:10.1029/2006JD007547, 2007. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Blyth, A M., Choularton, T W., Fullarton, G., Latham, J., Mill, C S., Smith, M H., and Stromberg, I M.: The Influence of entrainment on the evolution of cloud droplet spectra. 2. Field experiments at Great Dun Fell, Q. J. Roy. Meteorol. Soc., 106, 821–840, 1980. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Bower, K. and Choularton, T.: The effects of entrainment on the growth of droplets in continental cumulus clouds, Q. J. Roy. Meteorol. Soc., 114, 1411–1434, 1988. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Brenguier, J L.: Observations of Cloud Microstructure at the Centimeter Scale, J. Appl. Meteorol., 32, 783–793, 1993. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Brenguier, J L., Pawlowska, H., Schuller, 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="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Burnet, F. and Brenguier, J L.: Observational study of the entrainment-mixing process in warm convective clouds, J. Atmos. Sci., 64, 1995–2011, 2007. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Dimotakis, P E.: Turbulent mixing, Ann. Rev. Fluid Mech., 37, 329–356, 2005. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Freud, E. and Rosenfeld, D.: Linear relation between convective cloud drop number concentration and depth for rain initiation,  J. Geophys. Res., doi:10.1029/2011JD016457, in preparation, 2011. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Freud, E., Rosenfeld, D., Andreae, M., Costa, 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, http://dx.doi.org/10.5194/acp-8-1661-2008doi:10.5194/acp-8-1661-2008, 2008. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Gerber, H.: Entrainment, mixing, and microphysics in RICO cumulus, in: Proc. 12th Conf. On Cloud Physics, 2006. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Heus, T. and Jonker, H.: Subsiding shells around shallow cumulus clouds, J. Atmos. Sci., 65, 1003–1018, 2008. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Hill, T. and Choularton, T.: An airborne study of the microphysical structure of cumulus clouds, Q. J. Roy. Meteorol. Soc., 111, 517–544, 1985. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> IPCC: Climate Change 2007 – The Physical Science Basis, Contribution of Working Group 1 to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, UK and New York, 2007. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Jensen, J. and Baker, M.: A Simple Model of Droplet Spectral Evolution during Turbulent Mixing., J. Atmos. Sci., 46, 2812–2829, 1989. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Koren, I., Remer, L., Altaratz, O., Martins, J., and Davidi, A.: Aerosol-induced changes of convective cloud anvils produce strong climate warming, Atmos. Chem. Phys, 10, 5001–5010, http://dx.doi.org/10.5194/acp-10-5001-2010doi:10.5194/acp-10-5001-2010, 2010. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Kulkarni, J., Maheskumar, R., Konwar, M., Deshpande, C., Morwal, S., Padma~Kumari, B., Joshi, R., Pandithurai, G., Bhalwankar, R., Mujumdar, V., et~al.: The Cloud Aerosol Interactions and Precipitation Enhancement Experiment (CAIPEEX): overview and prominent results, in: AGU Fall Meeting Abstracts, vol 1, p 1, 2009. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Kulmala, M., Asmi, A., Lappalainen, H., Carslaw, K., Pöschl, U., Baltensperger, U., Hov, Ø., Brenquier, J., Pandis, S., Facchini, M., et~al.: Introduction: European Integrated Project on Aerosol Cloud Climate and Air Quality interactions (EUCAARI) – integrating aerosol research from nano to global scales, Atmos. Chem. Phys., 9, 2825–2841, http://dx.doi.org/10.5194/acp-9-2825-2009doi:10.5194/acp-9-2825-2009, 2009. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Lance, S., Brock, C., Rogers, D., and Gordon, J.: Water droplet calibration of the Cloud Droplet Probe (CDP) and in-flight performance in liquid, ice and mixed-phase clouds during ARCPAC, Atmos. Meas. Techn., 3, 1683–1706, http://dx.doi.org/10.5194/amt-3-1683-2010doi:10.5194/amt-3-1683-2010, 2010.  </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Latham, J. and Reed, R L.: Laboratory studies of effects of mixing on evolution of cloud droplet spectra, Q. J. Roy. Meteorol. Soc., 103, 297–306, 1977.  </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Lehmann, K., Siebert, H., and Shaw, R A.: Homogeneous and Inhomogeneous Mixing in Cumulus Clouds: Dependence on Local Turbulence Structure, J. Atmos. Sci. 66, 3641–3659, 2009. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Lu, M., Wang, J., Freedman, A., Jonsson, H., Flagan, R., McClatchey, R., and Seinfeld, J.: Analysis of humidity halos around trade wind cumulus clouds, J. Atmos. Sci., 60, 1041–1059, 2003. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Martin, G., Johnson, D., 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="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Morales, R. and Nenes, A.: Characteristic updrafts for computing distribution-averaged cloud droplet number and stratocumulus cloud properties, J. Geophys. Res, 115, D18220, doi:10.1029/2009JD013233, 2010. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Morales, R., Nenes, A., Jonsson, H., Flagan, R., and Seinfeld, J.: Evaluation of an entraining droplet activation parameterization using in situ cloud data, J. Geophys. Res., 116, D15205, doi:10.1029/2010JD015324, 2011. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Paluch, I.: Mixing and the Cloud Droplet Size Spectrum: Generalizations from the CCOPE Data., J. Atmos. Sci., 43, 1984–1993, 1986. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Paluch, I. and Baumgardner, D.: Entrainment and fine-scale mixing in a continental convective cloud, J. Atmos. Sci., 46, 261–278, 1989. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Pawlowska, H., Brenguier, J L., and Burnet, F.: Microphysical properties of stratocumulus clouds, Atmos. Res., 55, 15–33, 2000. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Rogers, R. and Yau, M.: A short course in cloud physics, Pergamon, 113, pp. 81-98, 1989.  </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Rosenfeld, D., Lohmann, U., Raga, G B., O&apos;Dowd, C D., Kulmala, M., Fuzzi, S., Reissell, A., and Andreae, M O.: Flood or drought: How do aerosols affect precipitation?, Science, 321, 1309–1313, 2008a. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Rosenfeld, D., Woodley, W., Axisa, D., Freud, E., Hudson, J., and Givati, A.: Aircraft measurements of the impacts of pollution aerosols on clouds and precipitation over the Sierra Nevada, J. Geophys. Res, 113, D15203, doi:10.1029/2007JD009544, 2008b.  </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Schüller, L., Brenguier, J., and Pawlowska, H.: Retrieval of microphysical, geometrical, and radiative properties of marine stratocumulus from remote sensing, J. Geophys. Res., 108, 8631, doi:10.1029/2002JD002680, 2003. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Small, J D. and Chuang, P Y.: An analysis of entrainment mixing processes in warm cumulus, in: 13th Conference on Cloud Physics, American Meteorological Society, Portland, OR, 2010. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Snider, J R., Leon, D., and Wang, Z.: Cloud droplet number concentration in VOCALS-REx, in: 13th Conference on Cloud Physics, American Meteorological Society, Portland, OR, USA, 2010. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Twomey, S.: Pollution and Planetary Albedo, Atmos. Environ., 8, 1251–1256, 1974. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Zinner, T., Marshak, A., Lang, S., Martins, J., and Mayer, B.: Remote sensing of cloud sides of deep convection: towards a three-dimensional retrieval of cloud particle size profiles, Atmos. Chem. Phys, 8, 4741–4757, http://dx.doi.org/10.5194/acp-8-4741-2008doi:10.5194/acp-8-4741-2008, 2008. </mixed-citation>
</ref>
</ref-list>
</back>
</article>