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<front>
<journal-meta>
<journal-id journal-id-type="publisher">AMT</journal-id>
<journal-title-group>
<journal-title>Atmospheric Measurement Techniques</journal-title>
<abbrev-journal-title abbrev-type="publisher">AMT</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Atmos. Meas. Tech.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1867-8548</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/amt-3-655-2010</article-id>
<title-group>
<article-title>Ground-based observations for the validation of contrails and cirrus detection in satellite imagery</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mannstein</surname>
<given-names>H.</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>Brömser</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bugliaro</surname>
<given-names>L.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Deutsches Zentrum für Luft- und Raumfahrt, Institut für Physik der Atmosphäre, Oberpfaffenhofen, Germany</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>UBIMET GmbH, 1200 Wien, Austria</addr-line>
</aff>
<pub-date pub-type="epub">
<day>07</day>
<month>06</month>
<year>2010</year>
</pub-date>
<volume>3</volume>
<issue>3</issue>
<fpage>655</fpage>
<lpage>669</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2010 H. Mannstein et al.</copyright-statement>
<copyright-year>2010</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://amt.copernicus.org/articles/3/655/2010/amt-3-655-2010.html">This article is available from https://amt.copernicus.org/articles/3/655/2010/amt-3-655-2010.html</self-uri>
<self-uri xlink:href="https://amt.copernicus.org/articles/3/655/2010/amt-3-655-2010.pdf">The full text article is available as a PDF file from https://amt.copernicus.org/articles/3/655/2010/amt-3-655-2010.pdf</self-uri>
<abstract>
<p>Contrails and additional cirrus clouds caused by air traffic have a
  potential warming effect due to their optical properties and their
  location in the upper troposphere. The effect of contrails is
  directly related to their coverage and optical properties, which
  both can be derived from satellite observations. However,
  considerable local and global uncertainties remain, as detection
  limits and efficiency are still unknown. A six months time series of
  the occurrence of high-level clouds and contrails was analysed
  visually using an all-sky camera situated at Oberpfaffenhofen
  (Southern Germany). It shows a contrail occurrence of 21% (fraction
  of time with visible contrails during one hour) which is nearly
  constant over daytime and a cirrus occurrence that increases from
  27% in the morning to 48% in the evening, suggesting a possible
  influence of air traffic or, more probably, convective cloud
  formation.  Furthermore, we compared selected all-sky camera images
  with data of the satellite instruments NOAA/AVHRR and MSG/SEVIRI. As
  expected, the fraction of contrails visible and detectable in
  satellite images depends strongly on their width. Of the contrails
  observed with the all-sky camera of 1–5 km width 60–65% are
  visually detectable in AVHRR data while only 17% are identified by
  an automated contrail detection algorithm (CDA).  This means that
  the automated CDA detects approx. 28% of the contrails which are
  identified by visual inspection in AVHRR data alone.  As far as
  SEVIRI is concerned, visual inspection yields 48% of the contrails
  of 1–5 km width, the CDA 19%. That means 40% of all contrails
  visually identifiable in SEVIRI data are found by the automated
  algorithm. As far as cirrus detection using SEVIRI data is
  concerned, an automated algorithm tends to overestimate cirrus
  occurrence but correctly measures cirrus changes during the day
  compared to visual inspection.</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">Appleman, H.: The formation of exhaust contrails by jet aircraft, B. Am. Meteorol. Soc., 34, 14–20, 1953.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Bakan, S., Betancor, M., Gayler, V., and Grassl, H.: Contrail frequency over Europe from NOAA-satellite images, Ann. Geophys., 12, 962–968, 1994.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Fichter, C., Marquart, S., Sausen, R., and Lee, D.: The impact of cruise altitude on contrails and related radiative forcing, Meteorol. Z., 14(4), 563–572, 2005.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Forster, P., Ramaswamy, V., Artaxo, P., Berntsen, T., Betts, R., Fahey, D., Haywood, J., Lean, J., Lowe, D., Myhre, G., Nganga, J., Prinn, R., Raga, G., Schulz, M., and Van&amp;nbsp;Dorland, R.: Changes in atmospheric constituents and in radiative forcing, in: Climate change 2007: The physical science basis, Technical Report 2007, Intergovernmental Panel on Climate Change (IPCC), IPCC Secretariat, c/o World Meteorological Organization, Geneva, Switzerland, &lt;a href=&quot;http://www.ipcc.ch&quot;&gt;http://www.ipcc.ch&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Gierens, K. M., Kärcher, B., Mannstein, H., and Mayer, B.: Aerodynamic contrails: Phenomenology and flow physics, J. Atmos. Sci., 66, 217–226, https://doi.org/10.1175/2008JAS2767.1, 2009.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Goodrum, G., Kidwell, K., and Winston, E.&amp;nbsp;W.: N{OAA-KLM} user&apos;s guide, Technical report, NOAA/NESDIS, National Climatic Data Center, 151 Patton Ave., Asheville, NC 28801-5001, &lt;a href=&quot;http://www2.ncdc.noaa.gov/docs/klm/index.htm&quot;&gt;http://www2.ncdc.noaa.gov/docs/klm/index.htm&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Hahn, C. and Warren, S.: A gridded climatology of clouds over land (1971–96) and ocean (1954–97) from surface observations worldwide, Numeric Data Package NDP-026E ORNL/CDIAC-153, CDIAC, Department of Energy, Oak Ridge, Tennessee, 2007.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Inoue, T.: On the temperature and effective emissivity determination of semi-transparent cirrus clouds by bi-spectral measurements in the 10 μm window region, J. Meteorol. Soc. Jpn., 63(1), 88–99, 1985.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">IPCC: Climate change 2007: The scientific basis, Technical report, Intergovernmental Panel on Climate Change (IPCC), IPCC Secretariat, c/o World Meteorological Organization, Geneva, Switzerland, 2007.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Jin, Y., Rossow, W., and Wylie, D.: Comparison of the climatologies of high-level clouds from HIRS and ISCCP, J. Climate, 9, 2850–2879, 1996.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Krebs, W., Mannstein, H., Bugliaro, L., and Mayer, B.: Technical note: A new day- and night-time Meteosat Second Generation Cirrus Detection Algorithm MeCiDA, Atmos. Chem. Phys., 7, 6145–6159, https://doi.org/10.5194/acp-7-6145-2007, 2007.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Kärcher, B., Mayer, B., Gierens, K., Burkhardt, U., Mannstein, H., and Chatterjee, R.: Aerodynamic contrails: Microphysics and optical properties, J. Atmos. Sci., 66, 227–243, https://doi.org/10.1175/2008JAS2768.1, 2009.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Lee, D., Fahey, D., Forster, P., Newton, P., Wit, R., Lim, L., Owen, B., and Sausen, R.: Aviation and global climate change in the 21st century, Atmos. Environ., 53, 3520–3537, 2009.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Mannstein, H., Meyer, R., and Wendling, P.: Operational detection of contrails from NOAA-AVHRR-data, Int. J. Rem. Sens., 20(8), 1641–1660, 1999.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Marquart, S.: Klimawirkung von Kondensstreifen: Untersuchungen mit einem globalen atmosphärischen Zirkulationsmodell, Dissertation, Fakultät für Physik der Ludwig-Maximilians-Universität München, 2003.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Meerkötter, R., Schumann, U., Doelling, D. R., Minnis, P., Nakajima, T., and Tsushima, Y.: Radiative forcing by contrails, Ann. Geophys., 17, 1080–1094, 1999.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Meyer, R., Mannstein, H., Meerkötter, R., Schumann, U., and Wendling, P.: Regional radiative forcing by line-shaped contrails derived from satellite data, J. Geophys. Res., 107(D10), 4104, https://doi.org/10.1029/2001JD000426, 2002.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Meyer, R., Buell, R., Leiter, C., Mannstein, H., Pechtl, S., Oki, T., and Wendling, P.: Contrail observations over Southern and Eastern Asia in NOAA/AVHRR data and comparisons to contrail simulations in a GCM, Int. J. Rem. Sens., 28(9), 2049–2069, 2007.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Minnis, P., Young, D., Garber, D., Nguyen, L., Smith Jr., W., and Palikonda, R.: Transformation of contrails into cirrus during SUCCESS, Geophys. Res. Lett., 25, 1157–1160, 1998.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Minnis, P., Ayers, J., Palikonda, R., and Phan, D.: Contrails, cirrus trends, and climate, J. Climate, 17, 1671–1685, 2004.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Minnis, P., Palikonda, R., Walter, B.&amp;nbsp;J., Ayers, J.&amp;nbsp;K., and Mannstein, H.: Contrail properties over the eastern North Pacific from AVHRR data, Meteorol. Z., 14(4), 515–523, https://doi.org/10.1127/0941–2948/2005/0056, 2005.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Sassen, K.: Contrail-cirrus and their potential for regional climate change, B. Am. Meteorol. Soc., 78, 1885–1903, 1997.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Sausen, R., Gierens, K., Ponater, M., and Schumann, U.: A diagnostic study of the global distribution of contrails: Part I: Present day climate, Theor. Appl. Climatol., 61, 127–141, 1998.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</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(7), 977–992, 2002.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Schmidt, E.: Die Entstehung von Eisnebel aus den Auspuffgasen von Flugmotoren, Schriften der Deutschen Akademie der Luftfahrtforschung, 44, 1–15, 1941.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Schumann, U.: On conditions for contrail formation from aircraft exhausts, Meteorol. Z., 5, 4–23, 1996.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Schumann, U.: Formation, Properties and climate effects of contrails , C. R. Phys., 6, 549–565, 2005.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Scott, N., Chèdin, A., Armante, R., Francis, J., Stubenrauch, C.&amp;nbsp;J., Chaboureau, J.-P., Chevallier, F., Claud, C., and Chèruy, F.: Characteristics of the TOVS Pathfinder Path-B dataset, B. Am. Meteorol. Soc., 80, 2679–2701, 1999.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Seiz, G., Shields, J., Feister, U., Baltsavias, E., and Gruen, A.: Cloud mapping with ground-based photogrammetric cameras, Int. J. Rem. Sens., 28(9), 2001–2032, 2007.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Stordal, F., Myhre, G., Stordal, E. J. G., Rossow, W. B., Lee, D. S., Arlander, D. W., and Svendby, T.: Is there a trend in cirrus cloud cover due to aircraft traffic?, Atmos. Chem. Phys., 5, 2155–2162, https://doi.org/10.5194/acp-5-2155-2005, 2005.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Stubenrauch, C., Chèdin, A., Rädel, G., Scott, N., and Serrar, S.: Cloud properties and their seasonal and diurnal variability from TOVS Path-B, J. Climate, 19, 5531–5553, 2006.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Stuber, N. and Forster, P.: The impact of diurnal variations of air traffic on contrail radiative forcing, Atmos. Chem. Phys., 7, 3153–3162, https://doi.org/10.5194/acp-7-3153-2007, 2007.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Trepte, S. and Winkler, P.: Langfristige meteorologische Veränderungen und UV-Strahlung, Ozonbulletin&amp;nbsp;81, Deutscher Wetterdienst, Offenbach am Main, 2001.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Wylie, D. and Wang, P.: Comparison of cloud frequency data from HIRS and SAGE II, J. Geophys. Res., 102, 29893–29900, 1997.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Wylie, D., Jackson, D., Menzel, W., and Bates, J.: Trends in global cloud cover in two decades of HIRS observations, J. Climate, 18, 3021–3031, 2005.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Zerefos, C. S., Eleftheratos, K., Balis, D. S., Zanis, P., Tselioudis, G., and Meleti, C.: Evidence of impact of aviation on cirrus cloud formation, Atmos. Chem. Phys., 3, 1633–1644, https://doi.org/10.5194/acp-3-1633-2003, 2003.</mixed-citation>
</ref>
</ref-list>
</back>
</article>