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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-10-10541-2010</article-id>
<title-group>
<article-title>Evaluation of stratocumulus cloud prediction in the Met Office forecast model during VOCALS-REx</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Abel</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>Walters</surname>
<given-names>D. N.</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>Allen</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Met Office, Exeter, UK</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>University of Manchester, Manchester, UK</addr-line>
</aff>
<pub-date pub-type="epub">
<day>10</day>
<month>11</month>
<year>2010</year>
</pub-date>
<volume>10</volume>
<issue>21</issue>
<fpage>10541</fpage>
<lpage>10559</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>Observations in the subtropical southeast Pacific obtained during the
VOCALS-REx field experiment are used to evaluate the representation of
stratocumulus cloud in the Met Office forecast model and to identify key
areas where model biases exist. Marked variations in the large scale
structure of the cloud field were observed during the experiment on both
day-to-day and on diurnal timescales. In the remote maritime region the model
is shown to have a good representation of synoptically induced variability in
both cloud cover and marine boundary layer depth. Satellite observations show
a strong diurnal cycle in cloud fraction and liquid water path in the
stratocumulus with enhanced clearances of the cloud deck along the Chilean
and Peruvian coasts on certain days. The model accurately simulates the phase
of the diurnal cycle but is unable to capture the coastal clearing of cloud.
Observations along the 20&amp;deg; S latitude line show a gradual increase
in the depth of the boundary layer away from the coast. This trend is well
captured by the model (typical low bias of 200 m) although significant
errors exist at the coast where the model marine boundary layer is too
shallow and moist. Drizzle in the model responds to changes in liquid water
path in a manner that is consistent with previous ship-borne observations in
the region although the intensity of this drizzle is likely to be too high,
particularly in the more polluted coastal region where higher cloud droplet
number concentrations are typical. Another mode of variability in the cloud
field that the model is unable to capture are regions of pockets of open
cellular convection embedded in the overcast stratocumulus deck and an
example of such a feature that was sampled during VOCALS-REx is shown.</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"> Abel, S. J. and Shipway, B. J.: A comparison of cloud-resolving model simulations of trade wind cumulus with aircraft observations taken during RICO, Q. J. Roy. Meteorol. Soc., 133, 781–794, 2007. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Albrecht, B.: Aerosols, cloud microphysics, and fractional cloudiness, Science, 245, 1227–1230, 1989. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Allen, G., Coe, H., Abel, S. J., and coauthors: Southeast Pacific atmospheric composition and variability sampled along 20$\degree$ S during VOCALS-REx, Atmos. Chem. Phys. Discuss., in preparation, 2010. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Bony, S. and Dufresne, J. -L.: Marine boundary layer clouds at the heart of tropical cloud feedback uncertainties in climate models, Geophys. Res. Lett., 32, L20806, doi:10.1029/2005GL023851, 2005. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Bodas-Salcedo, A., Webb, M. J., Brooks, M. E., Ringer, M. A., Williams, K. D., Milton, S. F., and Wilson, D. R.: Evaluating cloud systems in the Met Office global forecast model using simulated Cloudsat radar reflectivities, J. Geophys. Res., 113, D00A13, doi:10.1029/2007JD009620, 2008. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Bretherton, C. S., Uttal, T., Fairall, C. W., Yuter, S. E., Weller, R. A., Baumgardner, D., Comstock, K., Wood, R., and Raga, G. B.: The EPIC 2001 stratocumulus study, B. Am. Meteorol. Soc., 85, 967–977, 2004. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Bretherton, C. S., Wood, R., George, R. C., Leon, D., Allen, G., and Zheng, X.: Southeast Pacific stratocumulus clouds, precipitation and boundary layer structure sampled along 20 S during VOCALS-REx, Atmos. Chem. Phys. Discuss, 10, 15921–15962, doi:10.5194/acpd-10-15921-2010, 2010. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Comstock, K. K., Wood, R., Yuter, S. E., and Bretherton, C. S.: Reflectivity and rain rate in and below drizzling stratocumulus, Q. J. Roy. Meteorol. Soc, 130, 2891–2918, 2004. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Davies, T., Cullen, M., Malcolm, A., Mawson, M., Staniforth, A., White, A., and Wood, N.: A new dynamical core for the Met Office&apos;s global and regional modelling of the atmosphere, Q. J. Roy. Meteorol. Soc, 131, 1759–1782, 2005. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Edwards, J. M. and Slingo, A.: Studies with a flexible new radiation code. I: Choosing a configuration for a large-scale model, Q. J. Roy. Meteorol. Soc, 122, 689–719, 1996. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Garreaud, R. D. and Muñoz, R. C.: The low-level jet off the west coast of subtropical South America: structure and variability, Mon. Weather. Rev., 133, 2246–2261, 2005. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Geoffroy, O., Brenguier, J. -L., and Sandu, I.: Relationship between drizzle rate, liquid water path and droplet concentration at the scale of a stratocumulus cloud system, Atmos. Chem. Phys., 8, 4641–4654, doi:10.5194/acp-8-4641-2008, 2008. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Ghate, V. P., Albrecht, B. A., Fairall, C. W., and Weller, R. A.: Climatology of surface meteorology, surface fluxes, cloud fraction, and radiative forcing over the southeast Pacific from buoy observations, J. Climate, 22, 5527–5540, 2009. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Hannay, C., Williamson, D. L., Hack, J. J., Kiehl, J. T., Olson, J. G., Klein, S. A., Bretherton, C. S., and Köhler, M.: Evaluation of forecasted Southeast Pacific stratocumulus in the NCAR, GFDL, and ECMWF models, J. Climate, 22, 2871–2899, 2009. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Hubanks, P. A., King, M. D., Platnick, S., and Pincus, R.: MODIS algorithm theoretical basis document for level-3 global gridded atmosphere products, No. ATBD-MOD-30, 2008. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Klein, S. A. and Hartmann, D. L.: The seasonal cycle of low stratiform clouds, J. Climate, 6, 1587–1606, 1993. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Lock, A. P., Brown, A. R., Bush, M. R., Martin, G. M., and Smith, R. N. B.: A new boundary layer mixing scheme. Part I: Scheme description and single-column model tests, Mon. Weather Rev., 128, 3187–3199, 2000. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Lock, A. P.: The numerical representation of entrainment in parameterizations of boundary layer turbulent mixing, Mon. Weather Rev., 129, 1148–1163, 2001. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Lock, A. P.: The sensitivity of a GCM&apos;s marine stratocumulus to cloud-top entrainment, Q. J. R. Meteorol. Soc., 130, 3323–3338, 2004. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Lorenc, A. C., Ballard, S. P., Bell, S., Ingleby, N. B., Andrews, P. L. F., Barker, D. M., Bray, J. R., Clayton, A. M., Dalby, T., Li, D., Payne, T. J., and Saunders, F. W.: The Met Office global three-dimensional variational data assimilation scheme, Q. J. R. Meteorol. Soc, 126, 2291–3012, 2000. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Ma, C.-C., Mechoso, C. R., Robertson, A. W., and Arakawa, A.: Peruvian stratus clouds and the tropical Pacific circulation: A coupled ocean-atmosphere GCM study, J. Climate, 9, 1635–1645, 1996. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Martin, G. M., Ringer, M. A., Pope, V. D., Jones, A., Dearden, C., and Hinton, T. J.: The physicsal properties of the atmosphere in the new Hadley Centre Global Environment Model, HadGEM1. Part I: Model description and global climatology, J. Climate, 19, 1274–1301, 2006. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> O&apos;Dell, C. W., Wentz, F. J., and Bennartz, R.: Cloud liquid water path from satellite-based passive microwave observations: A new climatology over the global Oceans, J. Climate, 21, 1721–1739, 2008. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Painemal, D., Garreaud, R., Rutllant, J., and Zuidema, P.: Southeast Pacific stratocumulus: High-frequency variability and mesoscale structures over San Felix Island, J. Appl. Meteorol. Clim., 49, 463–477, 2010. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Rahn, D. A. and Garreaud, R. D.: Marine boundary layer over the subtropical southeast Pacific during VOCALS-REx –Part 1: Mean structure and diurnal cycle, Atmos. Chem. Phys., 10, 4491–4506, doi:10.5194/acp-10-4491-2010, 2010. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Rahn, D. A. and Garreaud, R. D.: Marine boundary layer over the subtropical southeast Pacific during VOCALS-REx - Part 2: Synoptic variability, Atmos. Chem. Phys., 10, 4507–4519, doi:10.5194/acp-10-4507-2010, 2010. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Serpetzoglou, E., Albrecht, B. A., Kollias, P., and Fairall, C. W.: Boundary layer, cloud, and drizzle variability in the southeast Pacific stratocumulus regime, J. Climate, 21, 6191–6214, 2008. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Sharon, T. M., Albrecht, B. A., Jonsson, H. H., Minnis, P., Khaiyer, M. M., van Reken, T. M., Seinfeld, J., and Flagan, R.: Aerosol and cloud microphysical characteristics of rifts and gradients in maritime stratocumulus clouds, J. Atmos. Sci., 63, 983–997, 2006. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Shipway, B. J. and Abel, S. J.: Analytical estimation of cloud droplet nucleation based on an underlying aerosol population, Atmos. Res., 96, 344–355, 2010. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Siebesma, A. P., Jakob C., Lenderink. G., Neggers, R. A. J., Teixeira, J., Meijgaard, E. Van., Calvo, J., Chlond, A., Grenier, H., Jones, C., Köhler, M., Kitagawa, H., Marquet, P., Lock, A. P., Müller, F., Olmeda, D., and Severijns, C.: Cloud representation in general-circulation models over the northern Pacific Ocean: A EUROCS intercomparison study, Q. J. Roy. Meteorol. Soc, 116, 3245–3267, 2004. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Slingo, A.: Sensitivity of the earth&apos;s radiation budget to changes in low clouds, Nature, 343, 49–51, 1990. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Smith, R.: A scheme for predicting layer clouds and their water-content in a general-circulation model, Q. J. Roy. Meteorol. Soc, 116, 435–460, 1990. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Stevens, B., Vali, G., Comstock, K., Wood, R., VanZanten, M. C., Austin, P. H., Bretherton, C. S., and Lenschow, D. H.: Pockets of open cells (POCs) and drizzle in marine stratocumulus, Bull. Am. Meteorol. Soc., 86, 51–57, 2005. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Tripoli, G. J., and Cotton, W. R.: A numerical investigation of several factors contributing to the observed variable intensity of deep convection over south Florida, J. Appl. Meteorol., 19, 1037–1063, 1980. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Turton, J. D. and Nicholls, S.: A study of the diurnal variation of stratocumulus using a multiple mixed layer model, Q. J. Roy. Meteorol. Soc., 113, 969–1009, 1987. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Twomey, S.: Pollution and the planetary albedo, Atmos. Environ., 8, 1251–1256, 1974. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, H. and Feingold, G.: Modeling mesoscale cellular structures and drizzle in marine stratocumulus. Part I: Impact of drizzle on the formation and evolution of open cells, J. Atmos. Sci, 66, 3257–3275, 2009. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, S., O&apos;Neill, L. W., Jiang, Q., de Szoeke, S. P., Hong, X., Jin, H., Thompson, W. T., and Zheng, X.: A regional real-time forecast of marine boundary layers during VOCALS-REx, Atmos. Chem. Phys. Discuss., 10, 18419–18466, doi:10.5194/acpd-10-18419-2010, 2010. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Wilson, D. R. and Ballard, S. P.: A microphysically based precipitation scheme for the Meteorological Office Unified Model, Q. J. Roy. Meteorol. Soc, 125, 1607–1636, 1999. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Wood, R.: Drizzle in boundary layer clouds. Part II: Microphysical aspects, J. Atmos. Sci., 62, 3034–3050, 2005. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Wood, R., Comstock, K. K., Bretherton, C. S., Cornish, C., Tomlinson, J., Collins, D. R., and Fairall, C.: Open cellular structure in marine stratocumulus sheets, J. Geophys. Res., 113, D12207, doi:10.1029/2007JD009371, 2008. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Wood, R., Kubar, T. L., and Hartmann, D. L.: Understanding the importance of microphysics and macrophysics for warm rain in marine low clouds. Part II: Heuristic models of rain formation, J. Atmos. Sci, 66, 2973–2990, 2009. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Wood, R., Bretherton, C. S., Mechoso, C. R., Weller, R. A., Huebert, B., Straneo, F., Albrecht, B. A., Coe, H., Allen, G., Vaughan, G., Daum, P., Fairall, C., Chand, D. Gallardo Klenner, L., Garreaud, R., Grados Quispe, C., Covert, D. S., Bates, T. S., Krejci, R., Russell, L. M., de Szoeke, S., Brewer, A., Yuter, S. E., Springston, S. R.., Chaigneau, A., Toniazzo, T., Minnis, P., Palikonda, R., Abel, S. J., Brown, W. O. J., Williams, S., Fochesatto, J., and Brioude, J.: The VAMOS Ocean-Cloud-Atmosphere-Land Study Regional Experiment (VOCALS-REx): goals, platforms, and field operations, Atmos. Chem. Phys. Discuss., 10, 20769–20822, doi:10.5194/acp-10-20769-2010, 2010a.  </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Wood, R., Bretherton, C. S., Leon, D., Clarke, A. D., Zuidema, P., Allen, G., and Coe, H.: An aircraft case study of the spatial transition from closed to open mesoscale cellular convection, Atmos. Chem. Phys. Discuss., 10, 17911–17980, doi:10.5194/acpd-10-17911-2010, 2010b. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Wyant, M. C., Bretherton, C. S., Chlond, A., Griffin, B. M., Kitagawa, H., Lappen, C. -L., Larson, V. E., Lock, A., Park, S., de Roode, S. R., Uchida, J., Zhao, M., and Ackerman, A. S.: A single-column model intercomparison of a heavily drizzling stratocumulus-topped boundary layer, J. Geophys. Res., 112, D24204, doi:10.1029/2007JD008536, 2007. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Wyant, M. C., Wood, R., Bretherton, C. S., Mechoso, C. R., Bacmeister, J., Balmaseda, M. A., Barrett, B., Codron, F., Earnshaw, P., Fast, F., Hannay, C., Kaiser, J. W., Kitagawa, H., Klein, S. A., Köhler, M., Manganello, J., Pan, H. -L., Sun, F., Wang, S., and Wang, Y.: The PreVOCA experimient: modeling the lower troposphere in the Southeast Pacific, Atmos. Chem. Phys., 10, 4757–4774, doi:10.5194/acp-10-4757-2010, 2010. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Zuidema, P., Painemal, D., de Szoeke, S., and Fairall, C.: Stratocumulus cloud-top height estimates and their climatic implications, J. Climate, 22, 4652–4666, 2009. </mixed-citation>
</ref>
</ref-list>
</back>
</article>