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<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACP</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-7-5531-2007</article-id>
<title-group>
<article-title>A cloud filtering method for microwave upper tropospheric humidity measurements</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Buehler</surname>
<given-names>S. 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>Kuvatov</surname>
<given-names>M.</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>Sreerekha</surname>
<given-names>T. R.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>John</surname>
<given-names>V. O.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rydberg</surname>
<given-names>B.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Eriksson</surname>
<given-names>P.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Notholt</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Lulea Technical University, Dept. of Space Science, Kiruna, Sweden</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>IUP, University of Bremen, Bremen, Germany</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Satellite Applications, Met Office, Exeter, UK</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>RSMAS, University of Miami, USA</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Dept. of Radio and Space Science, Chalmers University of Technology, Gothenburg, Sweden</addr-line>
</aff>
<pub-date pub-type="epub">
<day>05</day>
<month>11</month>
<year>2007</year>
</pub-date>
<volume>7</volume>
<issue>21</issue>
<fpage>5531</fpage>
<lpage>5542</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/7/5531/2007/acp-7-5531-2007.html">This article is available from http://www.atmos-chem-phys.net/7/5531/2007/acp-7-5531-2007.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/7/5531/2007/acp-7-5531-2007.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/7/5531/2007/acp-7-5531-2007.pdf</self-uri>
<abstract>
<p>The paper presents a cloud filtering method for upper tropospheric
  humidity (UTH) measurements at 183.31&amp;plusmn;1.00 GHz. The method uses
  two criteria: a viewing angle dependent threshold on the brightness
  temperature at 183.31&amp;plusmn;1.00 GHz, and a threshold on the
  brightness temperature difference between another channel and
  183.31&amp;plusmn;1.00 GHz. Two different alternatives, using
  183.31&amp;plusmn;3.00 GHz or 183.31&amp;plusmn;7.00 GHz as the other channel,
  are studied. The robustness of this cloud filtering method is
  demonstrated by a mid-latitudes winter case study.

&lt;br&gt;&lt;br&gt;
  The paper then studies different biases on UTH climatologies. Clouds
  are associated with high humidity, therefore the possible dry bias
  introduced by cloud filtering is discussed and compared to the wet
  biases introduced by the clouds radiative effect if no filtering is
  done.  This is done by means of a case study, and by means of a
  stochastic cloud database with representative statistics for
  midlatitude conditions.

&lt;br&gt;&lt;br&gt;
  Both studied filter alternatives perform nearly equally well, but
  the alternative using 183.31&amp;plusmn;3.00 GHz as other channel is
  preferable, because that channel is less likely to see the Earth&apos;s
  surface than the one at 183.31&amp;plusmn;7.00 GHz.

&lt;br&gt;&lt;br&gt;
  The consistent result of all case studies and for both filter
  alternatives is that both cloud wet bias and cloud
  filtering dry bias are modest for microwave data. The recommended
  strategy is to use the cloud filtered data as an estimate for the
  true all-sky UTH value, but retain the unfiltered data to have an
  estimate of the cloud induced uncertainty.

&lt;br&gt;&lt;br&gt;
  The focus of the paper is on midlatitude data, since atmospheric
  data to test the filter for that case were readily available. The
  filter is expected to be applicable also to subtropical and tropical
  data, but should be further validated with case studies similar to
  the one presented here for those cases.</p>
</abstract>
<counts><page-count count="12"/></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"> Adler, R F., Mack, R A., Prasad, N., Hakkarinen, I M., and Yeh, H.-Y.: Aircraft Microwave Observations and Simulations of Deep Convection from 18 to 183 GHz. Part I: Observations, J. Atmos. Ocean Technol., 7, 377&amp;ndash;391, 1990. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Anderson, G P., Clough, S A., Kneizys, F X., Chetwynd, J H., and Shettle, E P.: AFGL atmospheric constituent profiles (0&amp;ndash;120 km), Tech. rep., AFGL, TR-86-0110, 1986. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Buehler, S A. and John, V O.: A Simple Method to Relate Microwave Radiances to Upper Tropospheric Humidity, J. Geophys. Res., 110, D02110, \doi10.1029/2004JD005111, 2005. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Buehler, S A., Eriksson, P., Kuhn, T., von Engeln, A., and Verdes, C.: ARTS, the Atmospheric Radiative Transfer Simulator, J. Quant. Spectrosc. Radiat. Transfer, 91, 65&amp;ndash;93, \doi10.1016/j.jqsrt.2004.05.051, 2005. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Buehler, S A., Jimenez, C., Evans, K F., Eriksson, P., Rydberg, B., Heymsfield, A J., Stubenrauch, C., Lohmann, U., Emde, C., John, V O., Sreerekha, T., and Davis, C.: A concept for a satellite mission to measure cloud ice water path and ice particle size, Q. J. Roy. Meteor. Soc., in press, preprint available on http://www.sat.ltu.se/publications, 2007. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Burns, B A., Wu, X., and Diak, G R.: Effects of Precipitation and Cloud Ice on Brightness Temperatures in AMSU Moisture Channels, IEEE T. Geosci. Remote, 35, 1429&amp;ndash;1437, 1997. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Chevallier, F.: Sampled databases of 60-level atmospheric profiles from the ECMWF analysis, Tech. rep., ECMWF, EUMETSAT SAF program research report no. 4, available at: www.metoffice.com/research/interproj/nwpsaf/rtm/profiles.pdf, 2001. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Cullen, M. J P.: The Unified Forecast/Climate Model, Meteorol. Mag., 122, 81&amp;ndash;94, 1993. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Emde, C., Buehler, S A., Davis, C., Eriksson, P., Sreerekha, T R., and Teichmann, C.: A Polarized Discrete Ordinate Scattering Model for Simulations of Limb and Nadir Longwave Measurements in 1D/3D Spherical Atmospheres, J. Geophys. Res., 109, D24207, \doi10.1029/2004JD005140, 2004. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> English, S J. and Hewison, T J.: Fast generic millimeter-wave emissivity model, in: Proc. SPIE Vol. 3503, Microwave Remote Sensing of the Atmosphere and Environment, Tadahiro Hayasaka; Dong L. Wu; Ya-Qiu Jin; Jing-shan Jiang; Eds., edited by: Hayasaka, T., Wu, D L., Jin, Y.-Q., and Jiang, J.-S., 288&amp;ndash;300, 1998. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Greenwald, T J. and Christopher, S A.: Effect of Cold Clouds on Satellite Measurements Near 183 GHz, J. Geophys. Res., 107, 4170, \doi10.1029/2000JD0002580, 2002. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Hong, G., Heygster, G., Miao, J., and Kunzi, K.: Detection of tropical deep convective clouds from AMSU-B water vapor channels measurements, J. Geophys. Res., 110, D05205, \doi10.1029/2004JD004949, 2005. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Jakob, C.: Ice clouds in numerical weather prediction models: Progress, problems, and prospects, in: Cirrus, edited by: Lynch, D K., Sassen, K., Starr, D O., and Stephens, G., Oxford University Press, New York, 327&amp;ndash;345, 2002. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Jimenez, C., Buehler, S A., Rydberg, B., Eriksson, P., and Evans, K F.: Performance simulations for a submillimetre wave cloud ice satellite instrument, Q. J. Roy. Meteor. Soc., in press, preprint available on http://www.sat.ltu.se/publications, 2007. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Labrot, T., Lavanant, L., Whyte, K., Atkinson, N., and Brunel, P.: AAPP Documentation Scientific Description, version 6.0, document NWPSAF-MF-UD-001, Tech. rep., NWP SAF, Satellite Application Facility for Numerical Weather Prediction, http://www.metoffice.gov.uk/research/interproj/nwpsaf/aapp/NWPSAF-MF-UD% -001_Science.pdf, 2006. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> McFarquhar, G M. and Heymsfield, A J.: Parameterization of Tropical Cirrus Ice Crystal Size Distribution and Implications for Radiative Transfer: Results from CEPEX, J. Atmos. Sci., 54, 2187&amp;ndash;2200, 1997. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Pruppacher, H R. and Klett, J D.: Microphysics of Clouds and Precipitation, Kluwer Academic Publishers, The Netherlands, reprinted with corrections 2000, 1997. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Quante, M. and Starr, D.: Dynamical processes in cirrus clouds: A Review of Observational Results, in: Cirrus, edited by: Lynch, D K., Sassen, K., Starr, D O., and Stephens, G., Oxford University Press, New York, 346&amp;ndash;374, 2002. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Rydberg, B., Eriksson, P., and Buehler, S A.: Prediction of cloud ice signatures in sub-mm emission spectra by means of ground-based radar and in-situ microphysical data, Q. J. Roy. Meteor. Soc., in press, preprint available on http://www.sat.ltu.se/publications, 2007. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Saunders, R.: RTTOV-7 Users guide, http://www.metoffice.gov.uk/research/interproj/nwpsaf/rtm/rttov7_svr.pd% f, 2002. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Saunders, R W., Hewison, T J., Stringer, S J., and Atkinson, N C.: The Radiometric Characterization of \mboxAMSU-B, IEEE T. Microw. Theory, 43, 760&amp;ndash;771, 1995. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Soden, B J. and Bretherton, F P.: Interpretation of TOVS water vapor radiances in terms of layer-average relative humidities: Method and climatology for the upper, middle, and lower troposphere, J. Geophys. Res., 101, 9333&amp;ndash;9344, \doi10.1029/96JD00280, 1996. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Soden, B J. and Lanzante, J R.: An Assessment of Satellite and Radiosonde Climatologies of Upper-Tropospheric Water Vapor, J. Climate, 9, 1235&amp;ndash;1250, 1996. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Sreerekha, T R.: Impact of clouds on microwave remote sensing, Ph.D. thesis, University of Bremen, 2005. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Wu, D L., Jiang, J H., and Davis, C.: EOS MLS Cloud Ice Measurements and Cloudy-Sky Radiative Transfer Model, IEEE T. Geosci. Remote, 44, 1156&amp;ndash;1165, 2006. </mixed-citation>
</ref>
</ref-list>
</back>
</article>