<?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>GÃ¶ttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-8-2341-2008</article-id>
<title-group>
<article-title>Discriminating raining from non-raining clouds at mid-latitudes using meteosat second generation daytime data</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Thies</surname>
<given-names>B.</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>Nauss</surname>
<given-names>T.</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>Bendix</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Laboratory of Climatology and Remote Sensing, University of Marburg, Germany</addr-line>
</aff>
<pub-date pub-type="epub">
<day>06</day>
<month>05</month>
<year>2008</year>
</pub-date>
<volume>8</volume>
<issue>9</issue>
<fpage>2341</fpage>
<lpage>2349</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri xlink:href="http://www.atmos-chem-phys.net/8/2341/2008/acp-8-2341-2008.html">This article is available from http://www.atmos-chem-phys.net/8/2341/2008/acp-8-2341-2008.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/8/2341/2008/acp-8-2341-2008.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/8/2341/2008/acp-8-2341-2008.pdf</self-uri>
<abstract>
<p>A new method for the delineation of precipitation during daytime using multispectral
satellite data is proposed. The approach is not only applicable to the detection
of mainly convective precipitation by means of the commonly used relation between
infrared cloud top temperature and rainfall probability but enables also the detection
of stratiform precipitation (e.g. in connection with mid-latitude frontal systems).
The presented scheme is based on the conceptual model that precipitating clouds are
characterized by a combination of particles large enough to fall, an adequate
vertical extension (both represented by the cloud water path; &lt;i&gt;cwp&lt;/i&gt;), and the
existence of ice particles in the upper part of the cloud. The technique considers
the &lt;i&gt;VIS&lt;/i&gt;&lt;sub&gt;0.6&lt;/sub&gt; and the &lt;i&gt;NIR&lt;/i&gt;&lt;sub&gt;1.6&lt;/sub&gt; channel to gain information about
the cloud water path. Additionally, the brightness temperature differences &amp;Delta;T&lt;sub&gt;8.7-10.8&lt;/sub&gt;
and &amp;Delta;T&lt;sub&gt;10.8-12.1&lt;/sub&gt; are considered to supply information about the cloud phase.
Rain area delineation is realized by using a minimum threshold of the rainfall
confidence. To obtain a statistical transfer function between the rainfall
confidence and the four parameters &lt;i&gt;VIS&lt;/i&gt;&lt;sub0.6&lt;/sub&gt;, &lt;i&gt;NIR&lt;/i&gt;&lt;sub&gt;1.6&lt;/sub&gt;, &amp;Delta; T&lt;sub&gt;8.7-10.8&lt;/sub&gt;
and &amp;Delta; T&lt;sub&gt;10.8-12.1&lt;/sub&gt;, the value combinations of these four variables
are compared to ground based radar data. The retrieval is validated against independent
radar data not used for deriving the transfer function and shows an encouraging
performance as well as clear improvements compared to existing optical retrieval
techniques using only IR thresholds for cloud top temperature.</p>
</abstract>
<counts><page-count count="9"/></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"> Ackerman, S. A., Strabala, K. I., Menzel, W. P., Frey, R. A., Moeller, C. C., and Gumley, L. E.: Discriminating clear sky from clouds with MODIS, J. Geophys. Res.-Atmos., 103, 32 141&amp;ndash;32 157, 1998. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Adler, R. F. and Negri, A. J.: A satellite technique to estimate tropical convective and stratiform rainfall, J. Appl. Meteorol., 27, 30&amp;ndash;51, 1988. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Aminou, D. M. A.: MSG&apos;s SEVIRI instrument, ESA Bulletin, 111, 15&amp;ndash;17, 2002. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Barnes, W. L., Pagano, T. S., and Salomonson, V. V.: Prelaunch characteristics of the Moderate Resolution Imaging Spectroradiometer (MODIS) on EOS-AM1, IEEE T. Geosci. Remote, 36, 1088&amp;ndash;1100, 1998. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Bellon, A., Lovejoy, S., and Austin, G. L.: Combining satellite and radar data for the short-range forecasting of precipitation, Monthly Weather Review, 108, 1554&amp;ndash;1556, 1980. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Chang F.-L. and Li Z.: Estimating the vertical variation of cloud droplet effective radius using multispectral near-infrared satellite measurements, J. Geophys. Res.-Atmos., 107(D15), 4257, doi:10.1029/2001JD000766, 2002. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, M., Brown, R., and Collier, C. G.: Delineation of precipitation areas by correlation of METEOSAT visible and infrared data in the region of the United Kingdom, J. Appl. Meteorol., 32, 884&amp;ndash;898, 1993. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> DWD: Weather radar network, Available online at http://www.dwd.de/en/Technik/Datengewinnung/Radarverbund/Radarbroschuere_en.pdf, 2007. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Ebert, E. E., Janowiak, J. E., and Kidd, C.: Comparison of near-real-time precipitation estimates from satellite observations and numerical models, B. Am. Meteorol. Soc., 88, 47&amp;ndash;64, 2007. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> FrÃ¼h, B., Bendix, J., Nauss, T., Paulat, M., Pfeiffer, A., Schipper, J. W., Thies, B., and Wernli, H.: Verification of precipitation from regional climate simulations and remote-sensing observations with respect to ground-based observations in the upper Danube catchment, Meteorol. Z., 16, 275&amp;ndash;293, 2007. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Hansen, J. E. and Travis, L. D.: Light scattering in planetary atmospheres, Space Sci. Rev., 16, 527&amp;ndash;610, 1974. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Houze, R. A.: Cloud Dynamics, Vol. 53 of the International Geophysics Series, Academic Press, San Diego, 1993. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Inoue, T.: A cloud type classification with NOAA 7 split-window measurements, J. Geophys. Res.-Atmos., 92, 3991&amp;ndash;4000, 1987. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Jolliffe, I. T. and Stephenson, D. B.: Forecast Verification, A Practioner&apos;s Guide in Atmospheric Science, Wiley and Sons Ltd., 2003. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Joyce, R. J., Janowiak, J. E., Arkin, P. A., and Xie, P.: CMORPH: A method that produces global precipitation estimates from passive microwave and infrared data at high spatial and temporal resolution, J. Hydromet., 5, 487&amp;ndash;503, 2004. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Kawamoto, K., Nakajima, T. and Nakajima, T. Y.: A global determination of cloud microphysics with AVHRR remote sensing, J. Climate, 14, 2054&amp;ndash;2068, 2001. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Kokhanovsky, A. A. and Rozanov, V. V.: The physical parameterization of the top-of-atmosphere reflection function for a cloudy atmosphere -underlying surface system: the oxygen A-band case study, J. Quant. Spectrosc. Ra., 85, 35&amp;ndash;55, 2004. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Kokhanovsky, A. A. and Rozanov, V. V.: The reflection function of optically thick weakly absorbing turbid layers: a simple approximation, J. Quant. Spectrosc. Ra., 77, 165&amp;ndash;175, 2003. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Kokhanovsky, A. A. and Nauss, T.: Reflection and transmission of solar light by clouds: asymptotic theory, Atmos. Chem. Phys., 6, 5537&amp;ndash;5545, 2006. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Kokhanovsky, A. A. and Nauss, T.: Satellite-based retrieval of ice cloud properties using a semi-analytical algorithm, J. Geophys. Res.-Atmos., 110(D19), D19206, doi:10.1029/2004JD005744, 2005. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Kokhanovsky, A. A., Rozanov, V. V., Nauss, T., Reudenbach, C., Daniel, J. S., Miller, H. L., and Burrows, J. P.: The semianalytical cloud retrieval algorithm for SCIAMACHY. I: The validation, Atmos. Chem. Phys., 6, 1905&amp;ndash;1911, 2005. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Kokhanovsky, A. A. and Rozanov, V. V. and Zege, E. P. and Bovensmann, H. and Burrows, J. P.: A semi-analytical cloud retrieval algorithm using backscattered radiation in 0.4-2.4 micrometers spectral range, J. Geophys. Res.-Atmos., 108(D1), 4008, doi:10.1029/2001JD001543, 2003. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Kurino, T.: A satellite infrared technique for estimating &quot;deep/shallow&quot; precipitation, Adv. Space Res., 19, 511&amp;ndash;514, 1997. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Lensky, I. M. and Rosenfeld, D.: A night-time delineation algorithm for infrared satellite data based on microphysical considerations, J. Appl. Meteorol., 42, 1218&amp;ndash;1226, 2003. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Levizzani, V.: Satellite rainfall estimations: new perspectives for meteorology and climate from the EURAINSAT project, Ann. Geophys.-Italy, 46, 363&amp;ndash;372, 2003. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Levizzani, V. , Schmetz, J., Lutz, H. J., Kerkmann, J., Alberoni, P. P., and Cervino, M.: Precipitation estimations from geostationary orbit and prospects for Meteosat Second Generation, Meteorol. Appl., 8, 23&amp;ndash;41, 2001. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Mason, I.: A model for assessment of weather forecasts, Aust. Meteorol. Mag., 30, 291&amp;ndash;302, 1982. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Nakajima, T. Y. and Nakajima, T.: Wide-area determination of cloud microphysical properties from NOAA AVHRR measurements for FIRE and ASTEX regions, J. Atmos. Sci., 52, 4043&amp;ndash;4059, 1995. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Nauss, T.: Das Rain Area Delineation Scheme RADS &amp;ndash; ein neues Verfahren zur satellitengestützten Erfassung der Niederschlagsfläche über Mitteleuropa, Marburger Geographische Schriften, 143, 160 pp., 2006. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Nauss, T. and Kokhanovsky, A. A.: Assignment of rainfall confidence values using multispectral satellite data at mid-latitudes: First results, Advances in Geosciences, 10, 99&amp;ndash;102, 2007. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Nauss, T. and Kokhanovsky, A. A.: Discriminating raining from non-raining clouds at mid-latitudes using multispectral satellite data, Atmos. Chem. Phys., 6, 5031&amp;ndash;5036, 2006. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Nauss, T., Kokhanovsky, A. A., Nakajima, T. Y., Reudenbach, C., and Bendix, J.: The intercomparison of selected cloud retrieval algorithms, Atmos. Res., 78, 46&amp;ndash;78, 2005. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Platnick, S., King, M. D., Ackerman, S. A., Menzel, W. P., Baum, B. A., Ri\&quot;edi, J. C., and Frey, R. A.: The MODIS cloud products: Algorithms and examples from Terra, IEEE T. Geosci. Remote, 41, 459&amp;ndash;473, 2003. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Platnick S.: Vertical photon transport in cloud remote sensing problems, J. Geophys. Res.-Atmos., 105, 22919&amp;ndash;22935, 2000. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Reudenbach, C., Heinemann, G., Heuel, E., Bendix, J., and Winiger, M.: Investigation of summertime convective rainfall in Western Europe based on a synergy of remote sensing data and numerical models, Meteorol. Atmos. Phys., 76, 23&amp;ndash;41, 2001. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Reudenbach, C.: Konvektive Sommerniederschläge in Mitteleuropa. Eine Kombination aus Satellitenfernerkundung und numerischer Modellierung zur automatischen Erfassung mesoskaliger Niederschlagsfelder, Bonner Geographische Abhandlungen, 109, 152 pp., 2003. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Rosenfeld, D., Cattani, E., Melani, S., and Levizzani, V.: Considerations on daylight operation of 1.6 Î¼m vs 3.7 Î¼m channel on NOAA and METOP Satellites, B. Am. Meteorol. Soc., 85, 873&amp;ndash;881, 2004. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</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&amp;ndash;992, 2002. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Stanski, H. R., Wilson, L., and Burrows, W.: Survey of common verification methods in meteorology. World Weather Watch Technical Report No. 8, WMO, Geneva, WMO/TD No. 358, 1989. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Strabala, K. I., Ackerman, S. A., and Menzel, W. P.: Cloud Properties Inferred from 8-12-Î¼m Data, J. Appl. Meteorol., 33, 212&amp;ndash;229, 1994. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Thies, B., Nauss, T., and Bendix J.: Discriminating raining from non-raining cloud areas at mid-latitudes using Meteosat Second Generation SEVIRI nighttime data, Meteorol. Appl., in press, 2008. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Tjemkes, S. A., van de Berg, L., and Schmetz, J.: Warm water vapour pixels over high clouds as observed by Meteosat, Contributions to atmospheric physics, 70, 15&amp;ndash;21, 1997. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Turk, J. and Bauer, P.: The International Precipitation Working Group and Its Role in the Improvement of Quantitative Precipitation Measurements, B. Am. Meteorol. Soc., 87, 643&amp;ndash;647, 2006. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> World Weather Research Program/Working Group on Numerical Experimentation Joint Working Group on Verification (WWRP/WGNE): Forecast Verification - Issues, Methods and FAQ, available online at http://www.bom.gov.au/bmrc/wefor/staff/eee/verif/verif_web_page.html, 2007. </mixed-citation>
</ref>
</ref-list>
</back>
</article>