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<article language="en">
	<journal>
		<journal_title>Atmospheric Chemistry and Physics</journal_title>
		<journal_url>www.atmos-chem-phys.net</journal_url>
		<issn>1680-7316</issn>
		<eissn>1680-7324</eissn>
		<volume_number>6</volume_number>
		<issue_number>12</issue_number>
		<publication_year>2006</publication_year>
	</journal>
	<doi>10.5194/acp-6-4461-2006</doi>
	<article_url>http://www.atmos-chem-phys.net/6/4461/2006/</article_url>
	<abstract_html>http://www.atmos-chem-phys.net/6/4461/2006/acp-6-4461-2006.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys.net/6/4461/2006/acp-6-4461-2006.pdf</fulltext_pdf>
	<start_page>4461</start_page>
	<end_page>4476</end_page>
	<publication_date>2006-10-05</publication_date>
	<article_title content_type="html">The Heidelberg iterative cloud retrieval utilities (HICRU) and its application to GOME data</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>M. Grzegorski</name>
			<email>mgrzegor@iup.uni-heidelberg.de</email>
		</author>
		<author numeration="2" affiliations="2">
			<name>M. Wenig</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>U. Platt</name>
		</author>
		<author numeration="4" affiliations="3">
			<name>P. Stammes</name>
		</author>
		<author numeration="5" affiliations="3">
			<name>N. Fournier</name>
		</author>
		<author numeration="6" affiliations="1">
			<name>T. Wagner</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Institute of Environmental Physics, University of Heidelberg, Germany</affiliation>
		<affiliation numeration="2" content_type="html">NASA Goddard Space Flight Center, Greenbelt, Maryland, USA</affiliation>
		<affiliation numeration="3" content_type="html">KNMI, Climate Research and Seismology Department, de Bilt, The Netherlands</affiliation>
	</affiliations>
	<abstract content_type="html">Information about clouds, in particular the accurate
identification of cloud free pixels, is crucial for the retrieval
of tropospheric vertical column densities from space. The
Heidelberg Iterative Cloud Retrieval Utilities (HICRU) retrieve
effective cloud fraction using spectra of two instruments designed
for trace gas retrievals from space: The Global Ozone Monitoring
Experiment (GOME) on the European Remote Sensing Satellite (ERS-2)
and the SCanning Imaging Absorption SpectroMeter for Atmospheric
CHartographY (SCIAMACHY) on ENVISAT.

&lt;P&gt;

HICRU applies the widely used threshold method to the so-called
Polarization Monitoring Devices (PMDs) with higher spatial
resolution compared to the channels used for trace gas retrievals.
Cloud retrieval and in particular the identification of cloud free
pixels is improved by HICRU through a sophisticated, iterative
retrieval of the thresholds which takes their dependency on
different instrumental and geometrical parameters into account.
The lower thresholds, which represent the surface albedo and
strongly affect the results of the algorithm, are retrieved
accurately through a four stage classification scheme using image
sequence analysis.

&lt;P&gt;

The design and the results of the algorithm applied to GOME data
are described and compared to several other cloud algorithms for
GOME. The differences to other cloud algorithms are discussed with
respect to the particular characteristics of the algorithms.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Aben, I., Eisinger, M., Hegels, E., Snel, R., and Tanzi, C.: GOME data quality improvement GDAQI final report, SRON and DLR and Alfred Wegener Institute and Institut fuer Fernerkundung, 2000. </reference>
		<reference numeration="2" content_type="text"> Acarreta, J.&amp;nbsp;R., de&amp;nbsp;Haan, J.&amp;nbsp;F., and Stammes, P.: Cloud pressure retrieval using the \chemO_2-O_2 absorption band at 477 nm, J. Geophys. Res., 109(D5),D05204, doi:10.1029/2003JD003915, 2004. </reference>
		<reference numeration="3" content_type="text"> Beirle, S., Platt, U., von Glasow, R., Wenig, M., and Wagner, T.: Estimate of nitrogen oxide emissions from shipping by satellite remote sensing, Geophys. Res. Lett., 31, L18103, doi:10.1029/2004GL020312, 2004a. </reference>
		<reference numeration="4" content_type="text"> Beirle, S., Platt, U., Wenig, M., and Wagner, T.: Highly resolved global distribution of tropospheric \chemNO_2 using GOME narrow swath mode data, Atmos. Chem. Phys., 4, 1913&amp;ndash;1924, 2004b. </reference>
		<reference numeration="5" content_type="text"> Beirle, S., Platt, U., Wenig, M., and Wagner, T.: Weekly cycle of \chemNO_2 by GOME measurements: A signature of anthropogenic sources, Atmos. Chem. Phys., 3, 2225&amp;ndash;2232, 2004c. </reference>
		<reference numeration="6" content_type="text"> Burrows, J., Weber, M., Buchwitz, M., Rozanov, V., Ladstetter-Weienmayer, A., Richter, A., DeBeek, R., Hoogen, R., Bramstedt, K., Eichmann, K.&amp;nbsp;U., Eisinger, M., and Perner, D.: The Global Ozone Monitoring Experiment (GOME): Mission concept and first scientific results, J. Atmos. Sci., 56, 151&amp;ndash;175, 1999. </reference>
		<reference numeration="7" content_type="text"> de Beek, R., Vountas, V., Rozanov, V., Richter, A., and Burrows, J.&amp;nbsp;P.: The Ring effect in the cloudy atmosphere, Geophys. Res. Lett., 28, 721&amp;ndash;772, 2001. </reference>
		<reference numeration="8" content_type="text"> Fournier, N., Stammes, P., de&amp;nbsp;Graaf, M., van&amp;nbsp;der A, R., Piters, A., Grzegorski, M., and Kokhanovsky, A.: Improving cloud information over deserts from SCIAMACHY Oxygen A-band measurements, Atmos. Chem. Phys., 6, 163&amp;ndash;172, 2006. </reference>
		<reference numeration="9" content_type="text"> Grzegorski, M., Frankenberg, C., Platt, U., Wenig, M., Fournier, N., Stammes, P., and Wagner, T.: Determination of cloud parameters from SCIAMACHY data for the correction of tropospheric trace gases, in: ESA-publication SP-572 (CD-ROM), Proceedings of the ENVISAT &amp; ERS Symposium, 6-10 September 2004, Salzburg, Austria, 2004. </reference>
		<reference numeration="10" content_type="text"> Joiner, J., Vasilkov, A.&amp;nbsp;P., Flittner, D.&amp;nbsp;E., and Gleason, J.&amp;nbsp;F.: Retrieval of cloud pressure and oceanic chlorophyll content using Raman scattering in GOME ultraviolet spectra, J. Geophys. Res., 109(D1), D01109, doi:10.1029/2003JD003698, 2004. </reference>
		<reference numeration="11" content_type="text"> Koelemeijer, R.&amp;nbsp;B.&amp;nbsp;A. and Stammes, P.: Validation of global ozane monitoring experiment cloud fractions relevant for accurate ozone column retrieval, J. Geophys. Res., 104D, 18 801&amp;ndash;18 814, 1999. </reference>
		<reference numeration="12" content_type="text"> Koelemeijer, R.&amp;nbsp;B.&amp;nbsp;A. and Stammes, P.: Comparison of cloud retrievals from GOME and ATSR-2, ESA Earth Observation Quarterly, 65, 25&amp;ndash;27, 2000. </reference>
		<reference numeration="13" content_type="text"> Koelemeijer, R.&amp;nbsp;B.&amp;nbsp;A., Stammes, P., Hovenier, J.&amp;nbsp;W., and de&amp;nbsp;Haan, J.&amp;nbsp;F.: A fast method for retrieval of cloud parameters using oxygen A band measurements from the global ozone monitoring experiment, J. Geophys. Res., 106D, 3475&amp;ndash;3490, 2001. </reference>
		<reference numeration="14" content_type="text"> Koelemeijer, R.&amp;nbsp;B.&amp;nbsp;A., Stammes, P., Hovenier, J.&amp;nbsp;W., and de&amp;nbsp;Haan, J.&amp;nbsp;F.: Global distributions of effective cloud fraction and cloud top pressure derived from oxygen A band spectra measured by the Global Ozone Monitoring Experiment: comparison to ISCCP data, J. Geophys. Res., 107(D12), 4151, doi:10.1029/2001JD000840, 2002. </reference>
		<reference numeration="15" content_type="text"> Koelemeijer, R.&amp;nbsp;B.&amp;nbsp;A., de Haan, J.F, and Stammes, P.: A database of spectral surface reflectivity in the range 335-772 nm derived from 5.5 years of GOME observations, J. Geophys. Res., 108(D2), 4070, doi:10.1029/2002JH002429, 2003. </reference>
		<reference numeration="16" content_type="text"> Kokhanovsky, A.&amp;nbsp;A., Rozanov, V.&amp;nbsp;V., Zege, E.&amp;nbsp;P., Bovensmann, H., and Burrows, J.&amp;nbsp;P.: A semianalytical cloud retrieval algorithm using backscattered radiation in 0.4&amp;ndash;2.4 $\mu m$ spectral region, J. Geophys. Res., 108(D1), 4008, doi:10.1029/2001JD001543, 2003. </reference>
		<reference numeration="17" content_type="text"> Krijger, J.&amp;nbsp;M., Tanzi, C.&amp;nbsp;P., Aben, I., and Paul, F.: Validation of GOME polarization measurements by method of limiting atmospheres, J. Geophys. Res., 110(D7), D07305, doi:10.1029/2004JD005184, 2005. </reference>
		<reference numeration="18" content_type="text"> Krijger, J.&amp;nbsp;M., van Weele, M., Aben, I., and Frey, R.: The effect of sensor resolution on the number of cloud-free observations from space, Atmos. Chem. Phys. Discuss, 6, 4465&amp;ndash;4494, 2006. </reference>
		<reference numeration="19" content_type="text"> Kurosu, T., Chance, K., and Spurr, R.&amp;nbsp;J.&amp;nbsp;D.: Cloud Retrieval Algorithm for the European Space Agency&apos;s Global Ozone Monitoring Experiment, in: Proceedings of SPIE, EUROPTO Series: Satellite Remote Sensing of Clouds and the Atmosphere III, edited by: Russel, J.&amp;nbsp;E., 495, 17&amp;ndash;26, 1998. </reference>
		<reference numeration="20" content_type="text"> Kurosu, T., Chance, K., and Spurr, R.&amp;nbsp;J.&amp;nbsp;D.: CRAG &amp;ndash; Cloud Retrieval Algorithm for the European Space Agency&apos;s Global Ozone Monitoring Experiment, in: Proceedings of the European Symposium of Atmospheric Measurements from Space (ESAMS), II, 513&amp;ndash;521, 1999. </reference>
		<reference numeration="21" content_type="text"> Kuze, A. and Chance, K.&amp;nbsp;V.: Analysis of cloud-top height and cloud coverage from satellites using the \chemO_2 A and B bands, J. Geophys. Res., 99, 14 482&amp;ndash;14 491, 1994. </reference>
		<reference numeration="22" content_type="text"> Loyola, D.: A New Cloud Recognition Algorithm for Optical Sensors, in: IEEE International Geoscience and Remote Sensing Symposium, Seattle, II, 572&amp;ndash;574, 1998. </reference>
		<reference numeration="23" content_type="text"> Loyola, D.: Automatic Cloud Analysis from Polar-Orbiting Satellites Using Neural Network and Data Fusion Techniques, in: Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, IGARSS&apos;2004, Anchorage, vol.&amp;nbsp;4, pp. 2530&amp;ndash;2534, 2004. </reference>
		<reference numeration="24" content_type="text"> Platt, U.: Differential optical absorption spectroscopy (DOAS), Air Monitoring by Spectrometric Techniques, edited by: Sigrist, M., Chemical Analysis Series, John Wilsy, New York, 127, 27&amp;ndash;84, 1994. </reference>
		<reference numeration="25" content_type="text"> Rozanov, V.&amp;nbsp;V. and Kokhanovsky, A.&amp;nbsp;A.: Semianalytical cloud retrieval algorithm as applied to the cloud top altitude and the cloud geometrical thickness determination from top-of-atmosphere reflectance measurements in the oxygen A band, J. Geophys. Res., 109D5, D05202, doi:10.1029/2003JD004104, 2004. </reference>
		<reference numeration="26" content_type="text"> Schiffer, R. and Rossow, W.: The international satellite cloud climatology project: The first project of the world climate research programme, Bulletin of the Amarican Meterological Society, 64, 779&amp;ndash;784, 1983. </reference>
		<reference numeration="27" content_type="text"> Schutgens, N.&amp;nbsp;A.&amp;nbsp;J. and Stammes, P.: A novel approach to the polarization correction of space borne spectrometers, J. Geophys. Res., 108(D7), 4229, doi:10.1029/2002JD002736, 2003. </reference>
		<reference numeration="28" content_type="text"> Tuinder, O.&amp;nbsp;N.&amp;nbsp;E., de&amp;nbsp;Winter-Sorkina, R., and Builtjes, P.&amp;nbsp;J.&amp;nbsp;H.: Retrieval methods of effective cloud cover from the GOME instrument: an intercomparision, Atmos. Chem. Phys., 4, 255&amp;ndash;273, 2004. </reference>
		<reference numeration="29" content_type="text"> v.&amp;nbsp;Bargen, A., Kurosu, T.&amp;nbsp;P., Chance, K., Loyola, D., Aberle, B., and Spurr, R.&amp;nbsp;J.: Cloud retrieval algorithm for GOME (CRAG), European Space Agency (ESA/ESTEC), ESA/ESTEC, Noordwijk, the Netherlands, 2000. </reference>
		<reference numeration="30" content_type="text"> Wagner, T., Beirle, S., v.&amp;nbsp;Friedeburg, C., Hollwedel, J., Kraus, S., Wenig, M., Wilms-Grabe, W., Kuehl, S., and Platt, U.: Monitoring of trace gas emissions from space: tropospheric abundances of BrO, NO&lt;sub&gt;2&lt;/sub&gt;, H&lt;sub&gt;2&lt;/sub&gt;CO, SO&lt;sub&gt;2&lt;/sub&gt;, H&lt;sub&gt;2&lt;/sub&gt;O, O&lt;sub&gt;2&lt;/sub&gt;, and O&lt;sub&gt;4&lt;/sub&gt; as measured by GOME, vol.&amp;nbsp;10, Air Pollution 2002, WIT Press, 2002. </reference>
		<reference numeration="31" content_type="text"> Wagner, T., Richter, A., v.&amp;nbsp;Friedeburg, C., Wenig, M., and Platt, U.: Case Studies for the Investigation of Cloud Sensitive Parameters as Measured by GOME, in: TROPOSAT Final Report, Springer, Heidelberg, 2003. </reference>
		<reference numeration="32" content_type="text"> Wagner, T., Beirle, S., Grzegorski, M., Sanghavi, S., and Platt, U.: El-Ni&amp;nbsp;no induced anomalies in global data sets of total column precipitable water and cloud cover derived from GOME on ERS-2, J. Geophys. Res., 110(D15), D15104, doi:10.1029/2005JD005972, 2005. </reference>
		<reference numeration="33" content_type="text"> Wenig, M.: Satellite measurements of long-term global tropospheric trace gas distributions and source strength, Ph.D. thesis, University of Heidelberg, Germany, 2001. </reference>
		<reference numeration="34" content_type="text"> Wenig, M. and Leue, C.: Cloud Classification Analyzing Image Sequences, in: Handbook of Computer Vision and Applications, edited by: Jaehne, B. and Haussecker, H., p. 652, Academic Press, London, 2000. </reference>
		<reference numeration="35" content_type="text"> Wenig, M., Leue, C., Jaehne, B., and Platt, U.: Cloud Classification Using Image Sequances of GOME data, European Symposium on Atmospheric Measurements from space, European Space Agency, Noordwijk, The Netherlands, 1999. </reference>
	</references>
</article>

