<?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-12-2933-2012</article-id>
<title-group>
<article-title>Atmospheric dust modeling from meso to global scales with the online NMMB/BSC-Dust model – Part 2: Experimental campaigns in Northern Africa</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Haustein</surname>
<given-names>K.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pérez</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Baldasano</surname>
<given-names>J. M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jorba</surname>
<given-names>O.</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>Basart</surname>
<given-names>S.</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>Miller</surname>
<given-names>R. L.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</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>Janjic</surname>
<given-names>Z.</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Black</surname>
<given-names>T.</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nickovic</surname>
<given-names>S.</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Todd</surname>
<given-names>M. C.</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Washington</surname>
<given-names>R.</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>Müller</surname>
<given-names>D.</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tesche</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Weinzierl</surname>
<given-names>B.</given-names>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Esselborn</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Schladitz</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Barcelona Supercomputing Center, Earth Science Department, Barcelona, Spain</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Climate Research Group, Centre for the Environment, University of Oxford, Oxford, UK</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>NASA Goddard Institute for Space Studies, New York, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Department of Applied Physics and Applied Math, Columbia University, New York, USA</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>International Research Institute for Climate and Society, Palisades, New York, USA</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Environmental Modeling Laboratory, Technical University of Catalonia, Barcelona, Spain</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>Environmental Modeling Center, National Centers for Environmental Prediction, Camp Springs, Maryland, USA</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>Research Department, World Meteorological Organization, Geneva, Switzerland</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>Department of Geography, University of Sussex, Brighton, UK</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>School of Environmental Science and Engineering, Gwangju Institute of Science and Technology, Gwangju, South Korea</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>Department of Environmental Science, Stockholm University, Stockholm, Sweden</addr-line>
</aff>
<aff id="aff12">
<label>12</label>
<addr-line>Deutsches Zentrum fur Luft- und Raumfahrt, Institut für Physik der Atmosphäre, Oberpfaffenhofen, Germany</addr-line>
</aff>
<aff id="aff13">
<label>13</label>
<addr-line>European Southern Observatory, Technology Division, Garching, Germany</addr-line>
</aff>
<aff id="aff14">
<label>14</label>
<addr-line>Leibniz Institute for Tropospheric Research, Leipzig, Germany</addr-line>
</aff>
<aff id="aff15">
<label>15</label>
<addr-line>now at: Climate Research Group, Centre for the Environment, University of Oxford, Oxford, UK</addr-line>
</aff>
<aff id="aff16">
<label>16</label>
<addr-line>now at: Science Systems and Applications Inc., NASA Langley Research Center, Hampton, Virginia, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>23</day>
<month>03</month>
<year>2012</year>
</pub-date>
<volume>12</volume>
<issue>6</issue>
<fpage>2933</fpage>
<lpage>2958</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/12/2933/2012/acp-12-2933-2012.html">This article is available from http://www.atmos-chem-phys.net/12/2933/2012/acp-12-2933-2012.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/12/2933/2012/acp-12-2933-2012.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/12/2933/2012/acp-12-2933-2012.pdf</self-uri>
<abstract>
<p>The new NMMB/BSC-Dust model is intended to provide short to medium-range
weather and dust forecasts from regional to global scales. It is an online
model in which the dust aerosol dynamics and physics are solved at each model
time step. The companion paper (Pérez et al., 2011) develops the dust model
parameterizations and provides daily to annual evaluations of the model for
its global and regional configurations. Modeled aerosol optical depth (AOD)
was evaluated against AERONET Sun photometers over Northern Africa, Middle
East and Europe with correlations around 0.6–0.7 on average without dust
data assimilation. In this paper we analyze in detail the behavior of the
model using data from the Saharan Mineral dUst experiment (SAMUM-1) in 2006
and the Bodélé Dust Experiment (BoDEx) in 2005. AOD from satellites
and Sun photometers, vertically resolved extinction coefficients from lidars
and particle size distributions at the ground and in the troposphere are
used, complemented by wind profile data and surface meteorological
measurements. All simulations were performed at the regional scale for the
Northern African domain at the expected operational horizontal resolution of
25 km. Model results for SAMUM-1 generally show good agreement with
satellite data over the most active Saharan dust sources. The model
reproduces the AOD from Sun photometers close to sources and after long-range
transport, and the dust size spectra at different height levels. At this
resolution, the model is not able to reproduce a large haboob that occurred
during the campaign. Some deficiencies are found concerning the vertical dust
distribution related to the representation of the mixing height in the
atmospheric part of the model. For the BoDEx episode, we found the diurnal
temperature cycle to be strongly dependant on the soil moisture, which is
underestimated in the NCEP analysis used for model initialization. The low
level jet (LLJ) and the dust AOD over the Bodélé are well reproduced.
The remaining negative AOD bias (due to underestimated surface wind speeds)
can be substantially reduced by decreasing the threshold friction velocity in
the model.</p>
</abstract>
<counts><page-count count="26"/></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"> Ahn, C., Torres, O., and Bhartia, P K.: Comparison of Ozone Monitoring Instrument UV Aerosol Products with Aqua/Moderate Resolution Imaging Spectroradiometer and Multiangle Imaging Spectroradiometer observations in 2006, J. Geophys. Res., 113, D16S27, http://dx.doi.org/10.1029/2007JD008832doi:10.1029/2007JD008832, 2008. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Althausen, D., Müller, D., Ansmann, A., Wandinger, U., Hube, H., Clauder, E., and Zörner, S.: Scanning 6-Wavelength 11-Channel Aerosol Lidar, J. Atmos. Ocean. Technol., 17, 1469–1482, 2000. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Antoine, D. and Nobileau, D.: Recent increase of Saharan dust transport over the Mediterranean Sea, as revealed from ocean color satellite (SeaWiFS) observations, J. Geophys. Res., 111, D12214, http://dx.doi.org/10.1029/2005JD006795doi:10.1029/2005JD006795, 2006. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Arakawa, A. and Lamb, V R.: Computational design of the basic dynamical processes of the UCLA general circulation model, Meth. Comput. Phys., 17, 173–265, 1977. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Badarinath, K., Kharol, S K., Kaskaoutis, D G., Sharma, A R., Ramaswamy, V., and Kambezidis, H D.: Long-range transport of dust aerosols over the Arabian Sea and Indian region – A case study using satellite data and ground-based measurements, Global Planet. Change, 72, 164–181, 2010. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Bagnold, R A.: The Physics of Blown Sand and Desert Dunes, Methuen, New York, USA, 265 pp., 1941. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Basart, S., Pérez, C., Cuevas, E., Baldasano, J M., and Gobbi, G P.: Aerosol characterization in Northern Africa, Northeastern Atlantic, Mediterranean Basin and Middle East from direct-sun AERONET observations, Atmos. Chem. Phys., 9, 8265–8282, http://dx.doi.org/10.5194/acp-9-8265-2009doi:10.5194/acp-9-8265-2009, 2009. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Betts, A K.: A new convective adjustment scheme. Part 1: Observational and theoretical basis, Q. J. Roy. Meteorol. Soc., 112, 677–691, http://dx.doi.org/10.1002/qj.49711247307doi:10.1002/qj.49711247307, 1986. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Betts, A K. and Miller, M J.: A new convective adjustment scheme, Part II: Single column tests using GATE wave, BOMEX, ATEX and arctic air-mass data sets, Q. J. Roy. Meteorol. Soc., 112, 693–709, http://dx.doi.org/10.1002/qj.49711247308doi:10.1002/qj.49711247308, 1986. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Böckmann, C., Wandinger, U., Ansmann, A., Bösenberg, J., Amiridis, V., Boselli, A., Delaval, A., De~Tomasi, F., Frioud, M., Grigorov, I., Hägärd, A., Horvat, M., Iarlori, M., Komguem, L., Kreipl, S., Larchevêque, G., Matthias, V., Papayannis, A., Pappalardo, G., Rocadenbosch, F., Rodrigues, J A., Schneider, J., Shcherbakov, V., and Wiegner, M.: Aerosol lidar intercomparison in the framework of the EARLINET project. 2. Aerosol backscatter algorithms, Appl. Optics, 43, 977–989, 2004. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Bösenberg, J., Matthias, V., Amodeo, A., Amoiridis, V., Ansmann, A., Baldasano, J M., Balin, I., Balis, D., Böckmann, C., Boselli, A., Carlsson, G., Chaikovsky, A., Chourdakis, G., Comeron, A., De~Tomasi, F., Eixmann, R., Freudenthaler, V., Giehl, H., Grigorov, I., Hagard, A., Iarlori, M., Kirsche, A., Kolarov, G., Kolarev, L., Komguem, G., Kreipl, S., Kumpf, W., Larcheveque, G., Linné, H., Matthey, R., Mattis, I., Mekler, A., Mironova, I., Mitev, V., Mona, L., Müller, D., Music, S., Nickovic, S., Pandolfi, M., Papayannis, A., Pappalardo, G., Pelon, J., Perez, C., Perrone, R M., Persson, R., Resendes, D P., Rizi, V., Rocadenbosch, F., Rodrigues, J A., Sauvage, L., Schneidenbach, L., Schumacher, R., Shcherbakov, V., Simeonov, V., Sobolewski, P., Spinelli, N., Stachlewska, I., Stoyanov, D., Trickl, T., Tsaknakis, G., Vaughan, G., Wandinger, U., Wang, X., Wiegner, M., Zavrtanik, M., and Zerefos, C.: EARLINET: A European Aerosol Research Lidar Network., MPI-Report, Max-Planck-Institut für Meteorologie, Hamburg, Germany, 348, 1–191, 2003. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Bouet, C., Cautenet, G., Washington, R., Todd, M C., Laurent, B., Marticorena, B., and Bergametti, G.: Mesoscale modeling of aeolian dust emission during the BoDEx 2005 experiment, Geophys. Res. Lett., 34, L07812, http://dx.doi.org/10.1029/2006GL029184doi:10.1029/2006GL029184, 2007. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Cavalieri, O., Cairo, F., Fierli, F., Di Donfrancesco, G., Snels, M., Viterbini, M., Cardillo, F., Chatenet, B., Formenti, P., Marticorena, B., and Rajot, J. L.: Variability of aerosol vertical distribution in the Sahel, Atmos. Chem. Phys., 10, 12005–12023, http://dx.doi.org/10.5194/acp-10-12005-2010doi:10.5194/acp-10-12005-2010, 2010. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Christensen, J H.: The Danish eulerian hemispheric model – A three-dimensional air pollution model used for the Arctic, Atmos. Environ., 31, 4169–4191, 1997. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> D&apos;Almeida, G A.: On the variability of desert aerosol radiative characteristics, J. Geophys. Res., 92, 3017–3026, 1987. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Darmenova, K., Sokolik, I N., and Darmenov, A.: Characterization of east Asian dust outbreaks in the spring of 2001 using ground-based and satellite data, J. Geophys. Res., 110, D02204, http://dx.doi.org/10.1029/2004JD004842doi:10.1029/2004JD004842, 2005. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Devara, P C., Pandithurai, G., Raj, P E., Maheskumar, R S., and Dani, K K.: Atmospheric aerosol-cloud-stability relationship as observed with optical and radio remote sensing techniques, Atmos. Res., 49, 65–76, 1998. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Drury, E E., Jacob, D J., Wang, J., Spurr, R. J D., and Chance, K V.: Improved algorithm for MODIS satellite retrievals of aerosol optical depths over western North America, J. Geophys. Res., 113, D16204, http://dx.doi.org/10.1029/2007JD009573doi:10.1029/2007JD009573, 2008. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Dubovik, O. and King, M D.: A flexible inversion algorithm for retrieval of aerosol optical properties from Sun and sky radiance measurements, J. Geophys. Res., 105, 20673–20696, 2000. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Dubovik, O., Holben, B N., Eck, T F., Smirnov, A., Kaufman, Y J., King, M D., Tanré, D., and Slutsker, I.: Variability of Absorption and Optical Properties of Key Aerosol Types Observed in Worldwide Locations, Atmos. Sci., 59, 590–608, 2002a. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Dubovik, O., Smirnov, A., Holben, B N., King, M D., Kaufman, Y J., Eck, T F., and Slutsker, I.: Accuracy assessments of aerosol optical properties retrieved from Aerosol Robotic Network (AERONET) Sun and Sky radiance measurements, J. Geophys. Res., 105, 9791–9806, 2002b. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Egger, J., Blacutt, L., Ghezzi, F., Heinrich, R., Kolb, P., Lämmlein, S., Leeb, M.,~Mayer, S., Palenque, E., Reuder, J., Schäper, W., Schween, J., Torrez, R., and Zaratti, F.: Diurnal circulation of the Bolivian Altiplano – Part I: Observations, Mon. Weather Rev. 133, 911–924, 2005. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Ek, M B., Mitchell, K E., Lin, Y., Rogers, E., Grunmann, P., Koren, V., Gayno, G., and Tarpley, J D.: Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model, J. Geophys. Res., 108, 8851, http://dx.doi.org/10.1029/2002JD003296doi:10.1029/2002JD003296, 2003. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Esselborn, M., Wirth, M., Fix, A., Tesche, M., and Ehret, G.: Airborne high spectral resolution lidar for measuring aerosol extinction and backscatter coefficients, Appl. Optics, 47, 346–358, 2008. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Esselborn, M., Wirth, M., Fix, A., Weinzierl, B., Rasp, K., Tesche, M., and Petzold, A.: Spatial distribution and optical properties of Saharan dust observed by airborne high spectral resolution lidar during SAMUM 2006, Tellus, 61B, 131–143, 2009. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> FAO-UNESCO: Soil Map of the world at 1: 5000000. Volume I, Tech. rep., UNESCO, Paris, France, 1974. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Fécan, F., Marticorena, B., and Bergametti, G.: Parametrization of the increase of the aeolian erosion threshold wind friction velocity due to soil moisture for arid and semi-arid areas, Ann. Geophys., 17, 149–157, http://dx.doi.org/10.1007/s00585-999-0149-7doi:10.1007/s00585-999-0149-7, 1999. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Fels, S B. and Schwarzkopf, M D.: The simplified exchange approximation - A new method for radiative transfer calculations, J. Atmos. Sci., 32, 1475–1488, 1975. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Ferrier, B S., Jin, Y., Lin, Y., Black, T., Rogers, E., and DiMego, G.: Implementation of a new grid-scale cloud and precipitation scheme in the NCEP Eta Model, in: Proceedings of the 15th Conference on Numerical Weather Prediction, 280–283, 2002. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Giles, J.: The dustiest place on Earth., Nature, 434, 816–819, 2005. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Ginoux, P., Chin, M., Tegen, I., Prospero, J M., Holben, B., Dubovik, O., and Lin, S.-J.: Sources and distribution of dust aerosols simulated with the GOCART model, J. Geophys. Res., 106, 20255–20273, 2001. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Haustein, K., Pérez, C., Baldasano, J M., Müller, D., Tesche, M., Schladitz, A., Esselborn, M., Weinzierl, B., Kandler, K., and Hoyningen-Huene, W v.: Regional dust model performance during SAMUM 2006, Geophys. Res. Lett., 36, L03812, http://dx.doi.org/10.1029/2008GL036463doi:10.1029/2008GL036463, 2009. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Heinold, B., Tegen, I., Esselborn, M., Kandler, K., Knippertz, P., Müller, D., Schladitz, A., Tesche, M., Weinzierl, B., Ansmann, A., Althausen, D., Laurent, B., Petzold, A., and Schepanski, K.: Regional Saharan Dust Modelling during the SAMUM 2006 Campaign, Tellus, 61B, 307–324, 2009. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Heintzenberg, J.: The SAMUM-1 experiment over Southern Morocco: overview and introduction., Tellus, 61B, 2–11, 2009. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Helmert, J., Heinold, B., Tegen, I., Hellmuth, O., and Wendisch, M.: On the direct and semidirect effects of Saharan dust over Europe: A modeling study, J. Geophys. Res., 112, D13208, http://dx.doi.org/10.1029/2006JD007444doi:10.1029/2006JD007444, 2007. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Hess, M., Koepke, P., and Schult, I.: Optical Properties of Aerosols and Clouds: The Software Package OPAC, B. Am. Meteorol. Soc., 79, 831–844, 1998. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Holben, B N., Eck, T F., Slutsker, I., Tanre, D., Buis, J P., Setzer, A., Vermote, E., Reagan, J A., Kaufman, Y J., Nakajima, T., Lavenu, F., Jankowiak, I., and Smirnov, A.: AERONET – A federated instrument network and data archive for aerosol characterization – an overview., Remote Sens. Environ., 66, 1–16, 1998. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Hooker, S B., Esaias, W E., Feldman, G C., Gregg, W W., and McClain, C R.: An overview of SeaWiFS and ocean colour, Tech. rep., NASA Technical Memorandum 104566; NASA Goddard Space Flight Center, Greenbelt, MD, USA, 1992. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Houghton, J T., Ding, Y., Griggs, D J., Noguer, M., van~der Linden, P J., and Xiaosu, D.: Climate Change 2001: The Scientific Basis: Contributions of Working Group I to the Third Assessment Report of the Intergovernmental Panel on Climate Change, Tech. rep., Cambridge University Press, 2001. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Hoyningen-Huene, W v., Dinter, T., Kokhanovsky, A A., Burrows, J P., Wendisch, M., Bierwirth, E., Müller, D., and Diouri, M.: Measurement of desert dust optical characteristic at Porte au Sahara during SAMUM 2006, Tellus, 61B, 206–215, 2009. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Hsu, N C., Herman, J R., Torres, O., Holben, B N., Tanre, D., Eck, T F., Smirnov, A., Chatenet, B., and Lavenu, F.: Comparisons of the TOMS aerosol index with Sun-photometer aerosol optical thickness: Results and applications, J. Geophys. Res., 104, 6269–6279, 1999. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Hsu, N C., Tsay, S.-C., King, M., and Herman, J R.: Aerosol properties over bright-reflecting source regions, IEEE T. Geosci. Remote Sens., 42, 557–569, 2004. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Ignatov, A. and Gutman, G.: The derivation of the green vegetation fraction from NOAA/AVHRR data for use in numerical weather prediction models, Int. J. Remote Sens., 19, 1533–1543, http://dx.doi.org/10.1080/014311698215333doi:10.1080/014311698215333, 1998. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> IPCC: Climate Change 2007: The Physical Science Basis; 4th Assessment Report, Cambridge University Press, Cambridge and New York, 2007. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Iversen, J D. and White, B R.: Saltation threshold on Earth, Mars and Venus, Sedimentology, 29, 111–119, 1982. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Janjic, Z., Black, T., Pyle, M., Chuang, H.-Y., Rogers, E., and DiMego, G.: High resolution applications of the WRF NMM, in: Joint Session 16, 1-21, 2005. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Janjic, Z., Gall, R., and Pyle, M E.: Scientific Documentation for the NMM Solver, Tech. rep., NCAR, Boulder, Colorado, USA, 2010. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Janjic, Z., Janjic, T., and Vasic, R.: A Class of Conservative Fourth-Order Advection Schemes and Impact of Enhanced Formal Accuracy on Extended-Range Forecasts, Mon. Weather Rev., 139, 1556–1568, 2011. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Janjic, Z I.: The step-mountain coordinate: Physical package, Mon. Weather Rev., 118, 1429–1443, 1990. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Janjic, Z I.: The Step-Mountain Eta Coordinate Model: Further Developments of the Convection, Viscous Sublayer, and Turbulence Closure Schemes, Mon. Weather Rev., 122, 927–945, 1994. </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Janjic, Z I.: A Nonhydrostatic Model Based on a New Approach, Meteorol.  Atmos. Phys., 82, 271–285, 2003. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple"> Janjic, Z I. and Black, T.: From global to mesoscales with a unified model, Tech. rep., National Centers for Environmental Prediction (NCEP), 2006. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Janjic, Z I. and Black, T.: A unified model approach from meso to global scales, Geophys. Res. Abstr., 9, SRef–ID: 1607-7962/gra/EGU2007-A-05 025, 2007. </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Janjic, Z I., Gerrity~Jr., J P., and Nickovic, S.: An Alternative Approach to Nonhydrostatic Modeling, Mon. Weather Rev., 129, 1164–1178, 2001. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple"> Kallos, G., Nickovic, S., Papadopoulos, A., Jovic, D., Kakaliagou, O., Misirlis, N., Boukas, L., Mitikou, N., Sakelaridis, G., Papageorgiou, J., Anadranistakis, E., and Manousakis, M.: The Regional Weather Forecasting System SKIRON: An Overview, Proc. Symp. Reg. Weather Pred. Par. Comp. Environ., 1, 109–123, 1997. </mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> Kandler, K., Schütz, L., Deutscher, C., Hofmann, H., Jäckel, S., Knippertz, P., Lieke, K., Massling, A., Schladitz, A., Weinzierl, B., Zorn, S., Ebert, M., Jaenike, R., Petzold, A., and Weinbruch, S.: Size distribution, mass concentration, chemical and mineralogical composition and derived optical parameters of the boundary layer aerosol at Tinfou, Morocco, during SAMUM 2006, Tellus, 61B, 32–50, 2009. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Kinne, S., Lohmann, U., Feichter, J., Schulz, M., Timmreck, C., Ghan, S., Easter, R., Chin, M., Ginoux, P., Takemura, T., Tegen, I., Koch, D., Herzog, M., Penner, J., Pitari, G., Holben, B., Eck, T., Smirnov, A., Dubovik, O., Slutsker, I., Tanre, D., Torres, O., Mishchenko, M., Geogdzhayev, I., Chu, D A., and Kaufman, Y.: Monthly averages of aerosol properties: A global comparison among models, satellite data, and AERONET ground data, J. Geophys. Res., 108, 4634, http://dx.doi.org/10.1029/2001JD001253doi:10.1029/2001JD001253, 2003. </mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple"> Knippertz, P., Ansmann, A., Althausen, D., Müller, D., Tesche, M., Bierwirth, E., Dinter, T., Müller, T., Hoyningen-Huene, W v., Schepanski, K., Wendisch, M., Heinold, B., Kandler, K., Petzold, A., Schütz, L., and Tegen, I.: Dust mobilization and transport in the northern Sahara during SAMUM 2006. A meteorological overview, Tellus, 61B, 12–31, 2009. </mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple"> Koren, I. and Kaufman, Y J.: Direct wind measurements of Saharan dust events from Terra and Aqua satellites, Geophys. Res. Lett., 31, L06122, http://dx.doi.org/10.1029/2003GL019338doi:10.1029/2003GL019338, 2004. </mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple"> Lacis, A A. and Hansen, J E.: A parameterization for the absorption of solar radiation in the Earth&apos;s atmosphere, J. Atmos. Sci., 31, 118–133, 1974. </mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple"> Laurent, B., Marticorena, B., Bergametti, G., Léon, J F., and Mahowald, N M.: Modeling mineral dust emissions from the Sahara desert using new surface properties and soil database, J. Geophys. Res., 113, D14218, http://dx.doi.org/10.1029/2007JD009484doi:10.1029/2007JD009484, 2008. </mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple"> Levelt, R F.: OMI Algorithm Theoretical Basis Document Volume 1: OMI Instrument, Level 0-1b processor, calibration and operations, Tech. rep., NASA Goddard Space Flight Center, Greenbelt, MD, 2002. </mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple"> Levy, R C., Remer, L A., and Dubovik, O.: Global aerosol optical properties and application to Moderate Resolution Imaging Spectroradiometer aerosol retrieval over land, J. Geophys. Res., 112, D13210, http://dx.doi.org/10.1029/2006JD007815doi:10.1029/2006JD007815, 2007. </mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple"> Marticorena, B. and Bergametti, G.: Modeling the atmospheric dust cycle: 1. Design of a soil-derived dust emission scheme, J. Geophys. Res., 100, 16415–16430, 1995. </mixed-citation>
</ref>
<ref id="ref65">
<label>65</label><mixed-citation publication-type="other" xlink:type="simple"> Martin, R V.: Satellite remote sensing of surface air quality, Atmos. Environ., 42, 7823–7843, 2008. </mixed-citation>
</ref>
<ref id="ref66">
<label>66</label><mixed-citation publication-type="other" xlink:type="simple"> Matthias, V., Freudenthaler, V., Amodeo, A., Balin, I., Balis, D., Bösenberg, J., Chaikovsky, A., Chourdakis, G., Comeron, A., Delaval, A., De~Tomasi, F., Eixmann, R., Hagard, A., Komguem, L., Kreipl, S., Matthey, R., Rizi, V., Rodrigues, J A., Wandinger, U., and Wang, X.: Aerosol lidar intercomparison in the framework of the EARLINET project. 1. Instruments, Appl. Optics, 43, 961–976, 2004. </mixed-citation>
</ref>
<ref id="ref67">
<label>67</label><mixed-citation publication-type="other" xlink:type="simple"> Menut, L., Schmechtig, C., and Marticorena, B.: Sensitivity of the Sandblasting Flux Calculations to the Soil Size Distribution Accuracy, J. Atmos. Ocean. Technol., 22, 1875–1884, 2005. </mixed-citation>
</ref>
<ref id="ref68">
<label>68</label><mixed-citation publication-type="other" xlink:type="simple"> Middleton, N., Betzer, P R., and Bull, P A.: Long-range transport of &apos;giant&apos; aeolian quartz grains: linkage with discrete sedimentary sources and implications for protective particle transfer, Marine Geol., 177, 411–417, 2001. </mixed-citation>
</ref>
<ref id="ref69">
<label>69</label><mixed-citation publication-type="other" xlink:type="simple"> Miller, R L., Perlwitz, J., and Tegen, I.: Feedback upon dust emission by dust radiative forcing through the planetary boundary layer, J. Geophys. Res., 109, D24209, http://dx.doi.org/10.1029/2004JD004912doi:10.1029/2004JD004912, 2004. </mixed-citation>
</ref>
<ref id="ref70">
<label>70</label><mixed-citation publication-type="other" xlink:type="simple"> Mishchenko, M I., Travis, L D., Kahn, R A., and West, R A.: Modeling phase functions for dustlike tropospheric aerosols using a shape mixture of randomly oriented polydisperse spheroids, J. Geophys. Res., 102, 16831–16847, 1997. </mixed-citation>
</ref>
<ref id="ref71">
<label>71</label><mixed-citation publication-type="other" xlink:type="simple"> Mlawer, E J., Taubman, S J., Brown, P D., Iacono, M J., and Clough, S A.: Radiative transfer for inhomogeneous atmospheres: RRTM, a validated correlated-k model for the longwave, J. Geophys. Res., 102, 16663–16682, 1997. </mixed-citation>
</ref>
<ref id="ref72">
<label>72</label><mixed-citation publication-type="other" xlink:type="simple"> Morcrette, J.-J., Beljaars, A., Benedetti, A., Jones, L., and Boucher, O.: Sea-salt and dust aerosols in the ECMWF IFS model., Geophys. Res. Lett., 35, L24813, http://dx.doi.org/10.1029/2008GL036041doi:10.1029/2008GL036041, 2008. </mixed-citation>
</ref>
<ref id="ref73">
<label>73</label><mixed-citation publication-type="other" xlink:type="simple"> Müller, D., Althausen, D., Ansmann, A., Arboledas, L., Balis, D., Comeron, A., Freudenthaler, V., Giannakaki, E., Heese, B., Heinold, B., Iarlori, M., Knippertz, P., Lopéz~Marquéz, M., Marmouri, R., Mona, L., Papayannis, A., Pappalardo, G., Pérez, C., Perrone, R.-M., Pisani, G., Rizi, V., Sicard, M., Tartufo, A., Tegen, I., and Tesche, M.: EARLINET observations of the 14–22~May long-range dust transport event during SAMUM 2006: validation of results from dust transport modelling, Tellus, 61B, 325–339, 2009. </mixed-citation>
</ref>
<ref id="ref74">
<label>74</label><mixed-citation publication-type="other" xlink:type="simple"> Myhre, G., Berntsen, T K., Haywood, J M., Sundet, J K., Holben, B N., Johnsrud, M., and Stordal, F.: Modeling the solar radiative impact of aerosols from biomass burning during the Southern African regional Science Initiative (SAFARI-2000) experiment, J. Geophys. Res., 108,  8501, http://dx.doi.org/10.1029/2002JD002313doi:10.1029/2002JD002313, 2003. </mixed-citation>
</ref>
<ref id="ref75">
<label>75</label><mixed-citation publication-type="other" xlink:type="simple"> Nickovic, S., Kallos, G., Papadopoulos, A., and Kakaliagou, O.: A model for prediction of desert dust cycle in the atmosphere, J. Geophys. Res., 106, 18113–18129, 2001. </mixed-citation>
</ref>
<ref id="ref76">
<label>76</label><mixed-citation publication-type="other" xlink:type="simple"> Otto, S., Bierwith, E., Weinzierl, B., Kandler, K., Esselborn, M., Tesche, M., Schladitz, A., Wendisch, M., and Trautmann, T.: Solar radiative effects of a Saharan dust plume observed during SAMUM assuming spheroidal model particles, Tellus, 61B, 270–296, 2009. </mixed-citation>
</ref>
<ref id="ref77">
<label>77</label><mixed-citation publication-type="other" xlink:type="simple"> Otto, S., Trautmann, T., and Wendisch, M.: On realistic size equivalence and shape of spheroidal Saharan mineral dust particles applied in solar and thermal radiative transfer calculations, Atmos. Chem. Phys., 11, 4469–4490, http://dx.doi.org/10.5194/acp-11-4469-2011doi:10.5194/acp-11-4469-2011, 2011. </mixed-citation>
</ref>
<ref id="ref78">
<label>78</label><mixed-citation publication-type="other" xlink:type="simple"> Papanastasiou, D K., Poupkou, A., Katragkou, E., Amiridis, V., Melas, D., Mihalopoulos, N., Basart, S., Pérez, C., and Baldasano, J M.: An Assessment of the Efficiency of Dust Regional Modelling to Predict Saharan Dust Transport Episodes., Adv. Meteorol., ID154368, http://dx.doi.org/10.1155/2010/154368doi:10.1155/2010/154368, 2010. </mixed-citation>
</ref>
<ref id="ref79">
<label>79</label><mixed-citation publication-type="other" xlink:type="simple"> Papayannis, A., Amiridis, V., Mona, L., Tsaknakis, G., Balis, D., Bösenberg, J., Chaikovsky, A., de~Tomasi, F., Grigorov, I., Mattis, I., Mitev, V., Müller, D., Nickovic, S., Pérez, C., Pietruczuk, A., Pisani, G., Ravetta, F., Rizi, V., Sicard, M., Trickl, T., Wiegner, M., and Gerding, M.: Systematic lidar observations of aerosol optical properties during Saharan dust intrusions over Europe, in the frame of EARLINET (2000–2002): Statistical analysis and results, J. Geophys. Res., 113, 1–17, D10204, http://dx.doi.org/10.1029/2007JD009028doi:10.1029/2007JD009028, 2008. </mixed-citation>
</ref>
<ref id="ref80">
<label>80</label><mixed-citation publication-type="other" xlink:type="simple"> Pérez, C., Nickovic, S., Baldasano, J M., Sicard, M., Rocadenbosch, F., and Cachorro, V E.: A long Saharan dust event over the western Mediterranean: Lidar, Sun photometer observations, and regional dust modeling, J. Geophys. Res., 111, D15214, http://dx.doi.org/10.1029/2005JD006579doi:10.1029/2005JD006579, 2006a. </mixed-citation>
</ref>
<ref id="ref81">
<label>81</label><mixed-citation publication-type="other" xlink:type="simple"> Pérez, C., Nickovic, S., Pejanovic, G., Baldasano, J M., and Özsoy, E.: Interactive dust-radiation modeling: A step to improve weather forecasts, J. Geophys. Res., 111, D16206, http://dx.doi.org/10.1029/2005JD006717doi:10.1029/2005JD006717, 2006b. </mixed-citation>
</ref>
<ref id="ref82">
<label>82</label><mixed-citation publication-type="other" xlink:type="simple"> Pérez, C., Jiménez-Guerrero, P., Jorba, O., Baldasano, J., Cuevas, E., Nickovic, S., and Querol, X.: Long-term simulations (1958–2006) of Saharan dust over the Mediterranean and the Eastern North Atlantic with the DREAM regional dust model., in: XXIV International Union of Geodesy and Geophysics (IUGG) General Assembly, Perugia, Italy, 2–13 July., 2007. </mixed-citation>
</ref>
<ref id="ref83">
<label>83</label><mixed-citation publication-type="other" xlink:type="simple"> Pérez, C., Haustein, K., Janjic, Z., Jorba, O., Huneeus, N., Baldasano, J M., Black, T., Basart, S., Nickovic, S., Miller, R L., Perlwitz, J P., Schulz, M., and Thomson, M.: Atmospheric dust modeling from meso to global scales with the online NMMB/BSC-Dust model: 1. Model description, annual simulations and evaluation, Atmos. Chem. Phys., 11, 13001–13027, http://dx.doi.org/10.5194/acp-11-13001-2011doi:10.5194/acp-11-13001-2011, 2011. </mixed-citation>
</ref>
<ref id="ref84">
<label>84</label><mixed-citation publication-type="other" xlink:type="simple"> Prospero, J M., Ginoux, P., Torres, O., Nicholson, S E., and Gill, T E.: Environmental characterization of global sources of atmospheric soil dust identified with the NIMBUS 7 total ozone mapping spectrometer (TOMS) absorbing aerosol product, Rev. Geophys., 40, 1002, http://dx.doi.org/10.1029/2000RG000095doi:10.1029/2000RG000095, 2002. </mixed-citation>
</ref>
<ref id="ref85">
<label>85</label><mixed-citation publication-type="other" xlink:type="simple"> Remer, L A., Kaufman, Y J., Tanré, D., Mattoo, S., Chu, D A., Martins, J V., Li, R R., Ichoku, C., Levy, R C., Kleidman, R G., Eck, T F., Vermote, E., and Holben, B N.: The MODIS aerosol algorithm, products and validation, J. Atmos. Sci., 62, 947–973, 2005. </mixed-citation>
</ref>
<ref id="ref86">
<label>86</label><mixed-citation publication-type="other" xlink:type="simple"> Rodell, M., Houser, P R., Jambor, U., Gottschalck, J., Mitchell, K., Meng, C J., Arsenault, K., Cosgrove, B., Radakovich, J., Bosilovich, M., Entin, J K., Walker, J P., Lohmann, D., and Toll, D.: The Global Land Data Assimilation System, B. Am. Meteorol. Soc., 85, 381–394, 2004. </mixed-citation>
</ref>
<ref id="ref87">
<label>87</label><mixed-citation publication-type="other" xlink:type="simple"> Schepanski, K., Tegen, I., Laurent, B., Heinold, B., and Macke, A.: A new Saharan dust source activation frequency map derived from MSG-SEVIRI IR-channels., Geophys. Res. Lett., 34, L18803, http://dx.doi.org/10.1029/2007GL030168doi:10.1029/2007GL030168, 2007. </mixed-citation>
</ref>
<ref id="ref88">
<label>88</label><mixed-citation publication-type="other" xlink:type="simple"> Schepanski, K., Tegen, I., Todd, M C., Heinold, B., Bönisch, G., Laurent, B., and Macke, A.: Meteorological processes forcing Saharan dust emission inferred from MSG-SEVIRI observations of subdaily dust source activation and numerical models, J. Geophys. Res., 114, D10201, http://dx.doi.org/10.1029/2008JD010325doi:10.1029/2008JD010325, 2009. </mixed-citation>
</ref>
<ref id="ref89">
<label>89</label><mixed-citation publication-type="other" xlink:type="simple"> Schladitz, A., Müller, T., Kaaden, N., Massling, A., Kandler, K., Ebert, M., Weinbruch, S., Deutscher, C., and Wiedensohler, A.: In situ measurements of optical properties at Tinfou (Morocco) during the Saharan Mineral Dust Experiment SAMUM 2006, Tellus, 61B, 64–78, 2009. </mixed-citation>
</ref>
<ref id="ref90">
<label>90</label><mixed-citation publication-type="other" xlink:type="simple"> Schmetz, J., Pili, P., Tjemkes, S., Just, D., Kerkmann, J., Rota, S., and Ratier, A.: An introduction to Meteosat Second Generation (MSG), B.  Am. Meteorol. Soc., 83, 977–992, 2002. </mixed-citation>
</ref>
<ref id="ref91">
<label>91</label><mixed-citation publication-type="other" xlink:type="simple"> Schütz, L., Jaenicke, R., and Pietrek, H.: Saharan dust transport over the North Atlantic Ocean., Geol. Soc. Am., Special Papers, 186, 87–100, 1981. </mixed-citation>
</ref>
<ref id="ref92">
<label>92</label><mixed-citation publication-type="other" xlink:type="simple"> Slinn, W.: Predictions for particle deposition to vegetative surfaces, Atmos. Environ., 16, 1785–1794, 1982. </mixed-citation>
</ref>
<ref id="ref93">
<label>93</label><mixed-citation publication-type="other" xlink:type="simple"> Sokolik, I N. and Toon, O B.: Direct radiative forcing by anthropogenic airborne mineral aerosols, Nature, 381, 681–683, 1996. </mixed-citation>
</ref>
<ref id="ref94">
<label>94</label><mixed-citation publication-type="other" xlink:type="simple"> Tanaka, T Y. and Chiba, M.: Global Simulation of Dust Aerosol with a Chemical Transport Model, MASINGAR, J. Meteorol. Soc. Jpn., 83A, 255–278, 2005. </mixed-citation>
</ref>
<ref id="ref95">
<label>95</label><mixed-citation publication-type="other" xlink:type="simple"> Tegen, I.: Modeling the mineral dust aerosol cycle in the climate system., Quat. Sci. Rev., 22, 1821–1834, 2003. </mixed-citation>
</ref>
<ref id="ref96">
<label>96</label><mixed-citation publication-type="other" xlink:type="simple"> Tegen, I., Harrison, S P., Kohfeld, K., Prentice, I C., Coe, M., and Heimann, M.: Impact of vegetation and preferential source areas on global dust aerosol: Results from a model study, J. Geophys. Res., 107, 4576, http://dx.doi.org/10.1029/2001JD000963doi:10.1029/2001JD000963, 2002.  </mixed-citation>
</ref>
<ref id="ref97">
<label>97</label><mixed-citation publication-type="other" xlink:type="simple"> Tegen, I., Heinold, B., Todd, M., Helmert, J., Washington, R., and Dubovik, O.: Modelling soil dust aerosol in the Bodélé depression during the BoDEx campaign, Atmos. Chem. Phys., 6, 4345–4359, http://dx.doi.org/10.5194/acp-6-4345-2006doi:10.5194/acp-6-4345-2006, 2006. </mixed-citation>
</ref>
<ref id="ref98">
<label>98</label><mixed-citation publication-type="other" xlink:type="simple"> Tesche, M., Ansmann, A., Müller, D., Althausen, D., Mattis, I., Heese, B., Freudenthaler, V., Wiegner, M., Esselborn, M., Pisani, G., and Knippertz, P.: Vertical profiling of Saharan dust with Raman lidars and airborne HSRL in southern Morocco during SAMUM., Tellus, 61B, 144–164, 2009. </mixed-citation>
</ref>
<ref id="ref99">
<label>99</label><mixed-citation publication-type="other" xlink:type="simple"> Todd, M C., Washington, R., Martins, J V., Dubovik, O., Lizcano, G., M&apos;Bainayel, S., and Engelstaedter, S.: Mineral dust emission from the Bodélé Depression, northern Chad, during BoDEx 2005, J. Geophys. Res., 112, D06207, http://dx.doi.org/10.1029/2006JD007170doi:10.1029/2006JD007170, 2007. </mixed-citation>
</ref>
<ref id="ref100">
<label>100</label><mixed-citation publication-type="other" xlink:type="simple"> Todd, M C., Bou~Karam, D., Cavazos, C., Bouet, C., Heinold, B., Baldasano, J M., Cautenet, G., Koren, I., Pérez, C., Solmon, F., Tegen, I., Tulet, P., Washington, R., and Zakey, A.: Quantifying uncertainty in estimates of mineral dust flux: An intercomparison of model performance over the Bodélé Depression, northern Chad, J. Geophys. Res., 113, D24107, http://dx.doi.org/10.1029/2008JD010476doi:10.1029/2008JD010476, 2008a. </mixed-citation>
</ref>
<ref id="ref101">
<label>101</label><mixed-citation publication-type="other" xlink:type="simple"> Todd, M C., Washington, R., Raghavan, S., Lizcano, G., and Knippertz, P.: Regional model simulations of the Bodélé Low-Level Jet of Northern Chad during the Bodélé Dust Experiment (BoDEx 2005), J. Climate, 21, 995–1013, 2008b. </mixed-citation>
</ref>
<ref id="ref102">
<label>102</label><mixed-citation publication-type="other" xlink:type="simple"> Torres, O., Tanskanen, T., Veihelmann, B., Ahn, C., Braak, R., Bhartia, P K., Veefkind, P., and Levelt, P.: Aerosols and surface UV products from Ozone Monitoring Instrument observations: An overview, J. Geophys. Res., 112, D24S47, http://dx.doi.org/10.1029/2007JD008809doi:10.1029/2007JD008809, 2007. </mixed-citation>
</ref>
<ref id="ref103">
<label>103</label><mixed-citation publication-type="other" xlink:type="simple"> Washington, R. and Todd, M C.: Atmospheric controls on mineral dust emission from the Bodélé Depression, Chad: The role of the low level jet, Geophys. Res. Lett., 32, L17701, http://dx.doi.org/10.1029/2005GL023597doi:10.1029/2005GL023597, 2005. </mixed-citation>
</ref>
<ref id="ref104">
<label>104</label><mixed-citation publication-type="other" xlink:type="simple"> Washington, R., Todd, M C., Engelstaedter, S., M&apos;bainayel, S., and Mitchell, F.: Dust and the low-level circulation over the Bodélé Depression, Chad: Observations from BoDEx 2005, J. Geophys. Res., 111, D03201, http://dx.doi.org/10.1029/2005JD006502doi:10.1029/2005JD006502, 2006a. </mixed-citation>
</ref>
<ref id="ref105">
<label>105</label><mixed-citation publication-type="other" xlink:type="simple"> Washington, R., Todd, M C., Lizcano, G., Tegen, I., Flamant, C., Koren, I., Ginoux, P., Engelstaedter, S., Bristow, C S., Zender, C S., Goudie, A S., Warren, A., and Prospero, J M.: Links between topography, wind, deflation, lakes and dust: The case of the Bodélé Depression, Chad, Geophys. Res. Lett., 33, L09401, http://dx.doi.org/10.1029/2006GL025827doi:10.1029/2006GL025827, 2006b. </mixed-citation>
</ref>
<ref id="ref106">
<label>106</label><mixed-citation publication-type="other" xlink:type="simple"> Washington, R W., Todd, M C., Middleton, N., and Goudie, A S.: Dust-storm source areas determined by the total ozone monitoring spectrometer and surface observations, Ann. Assoc. Am. Geogr., 93, 297–313, 2003. </mixed-citation>
</ref>
<ref id="ref107">
<label>107</label><mixed-citation publication-type="other" xlink:type="simple"> Weinzierl, B., Petzold, A., Esselborn, M., Wirth, M., Rasp, K., Kandler, K., Schütz, L., Koepke, P., and Fiebig, M.: Airborne measurements of dust layer properties, particle size distribution and mixing state of Saharan dust during SAMUM 2006, Tellus, 61B, 96–117, 2009. </mixed-citation>
</ref>
<ref id="ref108">
<label>108</label><mixed-citation publication-type="other" xlink:type="simple"> White, B R.: Soil transport by winds on Mars, J. Geophys. Res., 84, 4643–4651, 1979. </mixed-citation>
</ref>
<ref id="ref109">
<label>109</label><mixed-citation publication-type="other" xlink:type="simple"> Yin, D., Nickovic, S., Barbaris, B., Chandy, B., and Sprigg, W.: Modeling wind-blown desert dust in the southwestern United States for public health warning: A case study, Atmos. Environ., 39, 6243–625, 2005. </mixed-citation>
</ref>
<ref id="ref110">
<label>110</label><mixed-citation publication-type="other" xlink:type="simple"> Zender, C S., Bian, H., and Newman, D.: Mineral Dust Entrainment and Deposition (DEAD) model: Description and 1990s dust climatology, J. Geophys. Res., 108, 4416, http://dx.doi.org/10.1029/2002JD002775doi:10.1029/2002JD002775, 2003a. </mixed-citation>
</ref>
<ref id="ref111">
<label>111</label><mixed-citation publication-type="other" xlink:type="simple"> Zender, C S., Newman, D., and Torres, O.: Spatial heterogeneity in aeolian erodibility: Uniform, topographic, geomorphic, and hydrologic hypotheses, J. Geophys. Res., 108, 4543, http://dx.doi.org/10.1029/2002JD003039doi:10.1029/2002JD003039, 2003b. </mixed-citation>
</ref>
<ref id="ref112">
<label>112</label><mixed-citation publication-type="other" xlink:type="simple"> Zender, C S., Miller, R L., and Tegen, I.: Quantifying Mineral Dust Mass Budgets: Terminology, Constraints, and Current Estimates., Electronic Supplement (EOS), 85, 509–512, 2004. </mixed-citation>
</ref>
<ref id="ref113">
<label>113</label><mixed-citation publication-type="other" xlink:type="simple"> Zhang, L., Gong, S., Padro, J., and Barrie, L.: A size-segregated particle dry deposition scheme for an atmospheric aerosol module, Atmos. Environ., 35, 549–560, 2001.  </mixed-citation>
</ref>
<ref id="ref114">
<label>114</label><mixed-citation publication-type="other" xlink:type="simple"> Zhao, C., Liu, X., Leung, L R., Johnson, B., McFarlane, S A., Gustafson~Jr., W I., Fast, J D., and Easter, R.: The spatial distribution of mineral dust and its shortwave radiative forcing over North Africa: modeling sensitivities to dust emissions and aerosol size treatments, Atmos. Chem. Phys., 10, 8821–8838, http://dx.doi.org/10.5194/acp-10-8821-2010doi:10.5194/acp-10-8821-2010, 2010. </mixed-citation>
</ref>
</ref-list>
</back>
</article>