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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>
<abbrev-journal-title abbrev-type="nlm-ta">Atmos. Chem. Phys.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-14-4297-2014</article-id>
<title-group>
<article-title>CLAAS: the CM SAF cloud property data set using SEVIRI</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Stengel</surname>
<given-names>M.</given-names>
<ext-link>https://orcid.org/0000-0001-5449-0701</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kniffka</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Meirink</surname>
<given-names>J. F.</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>Lockhoff</surname>
<given-names>M.</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>Tan</surname>
<given-names>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>Hollmann</surname>
<given-names>R.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Deutscher Wetterdienst (DWD), Offenbach, Germany</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Royal Netherlands Meteorological Institute (KNMI), De Bilt, the Netherlands</addr-line>
</aff>
<pub-date pub-type="epub">
<day>30</day>
<month>04</month>
<year>2014</year>
</pub-date>
<volume>14</volume>
<issue>8</issue>
<fpage>4297</fpage>
<lpage>4311</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2014 M. Stengel et al.</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://acp.copernicus.org/articles/14/4297/2014/acp-14-4297-2014.html">This article is available from https://acp.copernicus.org/articles/14/4297/2014/acp-14-4297-2014.html</self-uri>
<self-uri xlink:href="https://acp.copernicus.org/articles/14/4297/2014/acp-14-4297-2014.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/14/4297/2014/acp-14-4297-2014.pdf</self-uri>
<abstract>
<p>An 8-year record of satellite-based cloud properties named CLAAS (CLoud
property dAtAset using SEVIRI) is presented, which was derived within the
EUMETSAT Satellite Application Facility on Climate Monitoring. The data set is
based on SEVIRI measurements of the Meteosat Second Generation satellites, of
which the visible and near-infrared channels were intercalibrated with MODIS.
Applying two state-of-the-art retrieval schemes ensures high accuracy in
cloud detection, cloud vertical placement and microphysical cloud properties.
These properties were further processed to provide daily to monthly averaged
quantities, mean diurnal cycles and monthly histograms. In particular, the
per-month histogram information enhances the insight in spatio-temporal
variability of clouds and their properties. Due to the underlying
intercalibrated measurement record, the stability of the derived cloud
properties is ensured, which is exemplarily demonstrated for three selected
cloud variables for the entire SEVIRI disc and a European subregion. All data
products and processing levels are introduced and validation results
indicated. The sampling uncertainty of the averaged products in CLAAS is
minimized due to the high temporal resolution of SEVIRI. This is emphasized
by studying the impact of reduced temporal sampling rates taken at typical
overpass times of polar-orbiting instruments. In particular, cloud optical
thickness and cloud water path are very sensitive to the sampling rate, which
in our study amounted to systematic deviations of over 10% if only sampled
once a day. The CLAAS data set facilitates many cloud related applications at
small spatial scales of a few kilometres and short temporal scales of a~few
hours. Beyond this, the spatiotemporal characteristics of clouds on diurnal
to seasonal, but also on multi-annual scales, can be studied.</p>
</abstract>
<counts><page-count count="15"/></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">Berk, A., Anderson, G. P., Acharya, P. K., Chetwynd, J. H., Bernstein, L. S., Shettle, E. P., Matthew, M. W., and Adler-Golden, S. M.: MODTRAN4 Version 2 Users Manual, Technical report, Air Force Materiel Command, Air Force Research Laboratory, Space Vehicles Directorate, Hanscom AFB, MA 01731, USA, 2000.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Dee, D. P., Uppala, S. M., Simmons, A. J., Berrisford, P., Poli, P., Kobayashi, S., Andrae, U., Balmaseda, M. A., Balsamo, G., Bauer, P., Bechtold, P., Beljaars, A. C. M., van de Berg, L., Bidlot, J., Bormann, N., Delsol, C., Dragani, R., Fuentes, M., Geer, A. J., Haimberger, L., Healy, S. B., Hersbach, H., Hólm, E. V., Isaksen, L., Kållberg, P., Köhler, M., Matricardi, M., McNally, A. P., Monge-Sanz, B. M., Morcrette, J.-J., Park, B.-K., Peubey, C., de Rosnay, P., Tavolato, C., Thépaut, J.-N., and Vitart, F.: The ERA-Interim reanalysis: configuration and performance of the data assimilation system, Q. J. Roy. Meteor. Soc., 137, 553–597, &lt;a href=&quot;http://dx.doi.org/10.1002/qj.828&quot;&gt;https://doi.org/10.1002/qj.828&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Derrien, M. and Le Gléau, H.: MSG/SEVIRI cloud mask and type from SAFNWC, Int. J. Remote Sens., 26, 4707–4732, 2005.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Derrien, M. and Le Gléau, H.: Improvement of cloud detection near sunrise and sunset by temporal-differencing and region-growing techniques with real-time SEVIRI, Int. J. Remote Sens., 31, 1765–1780, 2010.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">EUMETSAT: On Differences in Effective and Spectral Radiance MSG Level 1.5 Image Products, EUMETSAT, Am Kavalleriesand, 31, Darmstadt, Germany, EUM/OPS-MSG/TEN/08/0161 v1, 25 April 2008, 2008.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">EUMETSAT: MSG Level 1.5 Image Data Format Description, EUMETSAT, Am Kavalleriesand, 31, Darmstadt, Germany, EUM/MSG/ICD/105, 2010.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Eyre, J.: A fast radiative transfer model for satellite sounding systems, ECMWF Tech. Memo. 186, European Centre for Medium Range Weather Forecasts, Shinfield Park, Reading, Berkshire RG2 9AX, UK, 1991.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Foster, M. J. and Heidinger, A.: PATMOS-x: results from a diurnally corrected 30 yr satellite cloud climatology, J. Climate, 26, 414–425, 2013.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Heidinger, A. K. and Pavolonis, M. J.: Gazing at cirrus clouds for 25 years through a split window, Part 1: Methodology, J. Appl. Meteorol. Clim., 48, 1100–1116, 2009.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Heidinger, A. K., Straka III, W. C., Molling, C. C., Sullivan, J. T., and Wu, X.: Deriving an inter-sensor consistent calibration for the AVHRR solar reflectance data record, Int. J. Remote Sens., 31, 6493–6517, 2010.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Hess, M., Koelemeijer, R., and Stammes, P.: Scattering matrices of imperfect hexagonal ice crystals, J. Quant. Spectrosc. Rad., 60, 301–308, 1998.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Karlsson, K.-G., Riihelä, A., Müller, R., Meirink, J. F., Sedlar, J., Stengel, M., Lockhoff, M., Trentmann, J., Kaspar, F., Hollmann, R., and Wolters, E.: CLARA-A1: a cloud, albedo, and radiation dataset from 28 yr of global AVHRR data, Atmos. Chem. Phys., 13, 5351–5367, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-13-5351-2013&quot;&gt;https://doi.org/10.5194/acp-13-5351-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Kniffka, A., Lockhoff, M., Stengel, M., and Meirink, J. F.: Algorithm Theoretical Basis Document for Cloud Physical Products, EUMETSAT Satellite Application Facility on Climate Monitoring, available at: &lt;a href=&quot;www.cmsaf.eu&quot;&gt;www.cmsaf.eu&lt;/a&gt;, SAF/CM/DWDI/VAL/SEV/CLD, Issue 1, Rev. 1, 2013a.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Kniffka, A., Stengel, M., Lockhoff, M., Bennartz, R., and Hollmann, R.: Characteristics of cloud liquid water path from SEVIRI on the Meteosat Second Generation 2 satellite for several cloud types, Atmos. Meas. Tech. Discuss., 6, 8743–8782, &lt;a href=&quot;http://dx.doi.org/10.5194/amtd-6-8743-2013&quot;&gt;https://doi.org/10.5194/amtd-6-8743-2013&lt;/a&gt;, 2013b.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">KNMI: Algorithm Theoretical Basis Document for Cloud Physical Products, EUMETSAT Satellite Application Facility on Climate Monitoring, available at: &lt;a href=&quot;www.cmsaf.eu&quot;&gt;www.cmsaf.eu&lt;/a&gt;, SAF/CM/KNMI/ATBD/SEVIRI/CPP, Issue 1, Rev. 0, 2 October 2012, 2012.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Meirink, J. F., Roebeling, R. A., and Stammes, P.: Inter-calibration of polar imager solar channels using SEVIRI, Atmos. Meas. Tech., 6, 2495–2508, &lt;a href=&quot;http://dx.doi.org/10.5194/amt-6-2495-2013&quot;&gt;https://doi.org/10.5194/amt-6-2495-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Menzel, W. P., Smith, W. L., and Stewart , T. R.: Improved Cloud Motion Wind Vector and Altitude Assignment using VAS, J. Appl. Meteorol. Clim., 22, 377–384, 1983.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Moody, E. G., King, M. D., Platnick, S., Schaaf, C. B., and Gao, F.: Spatially complete global spectral surface albedos: value-added datasets derived from Terra MODIS land products, IEEE T. Geosci. Remote, 43, 144–158, 2005.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Nakajima, T. and King, M. D.: Determination of the optical thickness and effective particle radius of clouds from reflected solar radiation measurements, Part 1: Theory, J. Atmos. Sci., 47, 1878–1893, 1990.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">NWCSAF: Algorithm Theoretical Basis Document for &quot;Cloud Products&quot; (CMa-PGE01 v3.0, CT-PGE02 v2.0 &amp; CTTH-PGE03 v2.1), EUMETSAT Satellite Application Facility on Nowcasting and Shortrange Forecasting, SAF/NWC/CDOP/MFL/SCI/ATBD/01, Issue 3, Rev. 0, 17 May 2010, 2010.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Oreopoulos, L. and Rossow, W. B.: The cloud radiative effects of International Satellite Cloud Climatology Project weather states, J. Geophys. Res.-Atmos., 116, D12202, &lt;a href=&quot;http://dx.doi.org/10.1029/2010JD015472&quot;&gt;https://doi.org/10.1029/2010JD015472&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Platnick, S., King, M. D., Ackerman, S. A., Menzel, W. P., Baum, B. A., Riédi, J. C., and Frey, R. A.: The MODIS cloud products: algorithms and examples from Terra, IEEE T. Geosci. Remote, 41, 459–473, 2003.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Roebeling, R., Feijt, A., and Stammes, P.: Cloud property retrievals for climate monitoring: implications of differences between Spinning Enhanced Visible and Infrared Imager (SEVIRI) on METEOSAT-8 and Advanced Very High Resolution Radiometer (AVHRR) on NOAA-17, J. Geophys. Res.-Atmos., 111, D20210, &lt;a href=&quot;http://dx.doi.org/10.1029/2005JD006990&quot;&gt;https://doi.org/10.1029/2005JD006990&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Roebeling, R., Deneke, H., and Feijt, A.: Validation of cloud liquid water path retrievals from SEVIRI using one year of CloudNET observations, J. Appl. Meteorol. Clim., 47, 206–222, 2008.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Rossow, W. B. and Schiffer, R. A.: Advances in understanding clouds from ISCCP, B. Am. Meteorol. Soc., 80, 2261–2287, 1999.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Rossow, W. B., Tselioudis, G., Polak, A., and Jakob, C.: Tropical climate described as a distribution of weather states indicated by distinct mesoscale cloud property mixtures, Geophys. Res. Lett., 32, L21812, &lt;a href=&quot;http://dx.doi.org/10.1029/2005GL024584&quot;&gt;https://doi.org/10.1029/2005GL024584&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Saunders, R., Matricardi, M., and Brunel, P.: An improved fast radiative transfer model for assimilation of satellite radiance observations, Q. J. Roy. Meteor. Soc., 125, 1407–1425, 1999.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Schmetz, J., Holmlund, K., Hoffman, J. and Strauss, B., Mason, B., Gaertner, V., Koch, A., and Van De Berg, L.: Operational cloud-motion winds from Meteosat infrared images, Journal of Applied Meteorology, 32, 7, 1206–1225, 1993.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</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="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Schulz, J., Albert, P., Behr, H.-D., Caprion, D., Deneke, H., Dewitte, S., Dürr, B., Fuchs, P., Gratzki, A., Hechler, P., Hollmann, R., Johnston, S., Karlsson, K.-G., Manninen, T., Müller, R., Reuter, M., Riihelä, A., Roebeling, R., Selbach, N., Tetzlaff, A., Thomas, W., Werscheck, M., Wolters, E., and Zelenka, A.: Operational climate monitoring from space: the EUMETSAT Satellite Application Facility on Climate Monitoring (CM-SAF), Atmos. Chem. Phys., 9, 1687–1709, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-9-1687-2009&quot;&gt;https://doi.org/10.5194/acp-9-1687-2009&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Stammes, P.: Spectral radiance modelling in the UV-visible range, in: IRS 2000: Current Problems in Atmospheric Radiation, edited by: Smith, W. L. and Timofeyev, Y. M., 385–388, A. Deepak, Hampton, VA, 2001.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Stengel, M., S., M., Jerg, M., Karlsson, K.-G., Scheirer, R., Maddux, B., Meirink, J., Poulsen, C., Siddans, R., Walther, A., and Hollmann, R.: The Clouds Climate Change Initiative: Assessment of state-of-the-art cloud property retrieval schemes applied to AVHRR heritage measurements, Remote Sens. Environ., &lt;a href=&quot;http://dx.doi.org/10.1016/j.rse.2013.10.035&quot;&gt;https://doi.org/10.1016/j.rse.2013.10.035&lt;/a&gt;, in press, 2013.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Stephens, G.: Radiation profiles in extended water clouds, II: Parameterization schemes, J. Atmos. Sci., 35, 2123–2132, 1978.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Wolters, E. L. A., Roebeling, R. A., and Feijt, A. J.: Evaluation of cloud-phase retrieval methods for SEVIRI onboard Meteosat-8 using ground-based lidar and cloud radar data, J. Appl. Meteorol. Clim., 47, 1723–1738, 2008.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Wu, A., Xiong, X., Doelling, D. R., Morstad, D., Angal, A., and Bhatt, R.: Characterization of Terra and Aqua MODIS VIS, NIR, and SWIR spectral bands&apos; calibration stability, IEEE T. Geosci. Remote, 51, 4330–4338, &lt;a href=&quot;http://dx.doi.org/10.1109/TGRS.2012.2226588&quot;&gt;https://doi.org/10.1109/TGRS.2012.2226588&lt;/a&gt;, 2013.</mixed-citation>
</ref>
</ref-list>
</back>
</article>