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<article language="en">
	<journal>
		<journal_title>Atmospheric Measurement Techniques Discussions</journal_title>
		<journal_url>www.atmos-meas-tech-discuss.net</journal_url>
		<eissn>1867-8610</eissn>
		<volume_number>3</volume_number>
		<issue_number>2</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/amtd-3-1099-2010</doi>
	<article_url>http://www.atmos-meas-tech-discuss.net/3/1099/2010/</article_url>
	<abstract_html>http://www.atmos-meas-tech-discuss.net/3/1099/2010/amtd-3-1099-2010.html</abstract_html>
	<fulltext_pdf>http://www.atmos-meas-tech-discuss.net/3/1099/2010/amtd-3-1099-2010.pdf</fulltext_pdf>
	<start_page>1099</start_page>
	<end_page>1132</end_page>
	<publication_date>2010-03-24</publication_date>
	<article_title content_type="html">The detection of cloud free snow covered areas using AATSR measurements</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>L. G. Istomina</name>
			<email>lora@iup.physik.uni-bremen.de</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>W. von Hoyningen-Huene</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>A. A. Kokhanovsky</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>J. P. Burrows</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Institute of Environmental Physics, University of Bremen, Bremen,Germany</affiliation>
	</affiliations>
	<abstract content_type="html">A new method to detect cloud free snow covered areas is developed using the
measurements by the Advanced Along Track Scanning Radiometer (AATSR) on
board the ENVISAT satellite in order to discriminate clear snow fields for
the retrieval of aerosol optical thickness or snow properties. The algorithm
uses seven AATSR channels from VIS to TIR and analyzes the spectral behavior
of each pixel in order to recognize the spectral signature of snow. The
algorithm includes a set of relative thresholds and combines all seven
channels into one flexible criterion, which allows us to filter out all the
pixels with spectral behavior similar to that of snow. The algorithm does
not use any kind of morphological criteria and does not require the studied
surface to have any special structure. The snow spectral shape criterion was
determined by a comprehensive theoretical study, which included radiative
transfer simulations for various atmospheric conditions as well as studying
existing models and measurements of snow optical and physical properties in
different spectral bands. The method has been optimized to detect cloud free
snow covered areas, and does not produce cloud/land/ocean/snow mask.
However, the algorithm can be extended and be able to discriminate various
kinds of surfaces.
&lt;br&gt;&lt;br&gt;
The presented method has been validated against Micro Pulse Lidar data and
compared to MODIS cloud mask over snow covered areas, showing quite good
correspondence to each other.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Allen, R. C., Durkee, P. A., and Wash, C. H.: Snow/cloud discrimination with multispectral satellite measurements, J. Appl. Meteor., 29, 994–1004, 1990. </reference>
		<reference numeration="2" content_type="text"> Aoki, Te., Aoki, Ta., Fukabori, M., Hachikubo, A., Tachibana, Y., and Nishio, F.: Effects of snow physical parameters on spectral albedo and bidirectional reflectance of snow surface, J. Geophys. Res, 105(D8), 10219–10236, doi:1999JD901122, 2000. </reference>
		<reference numeration="3" content_type="text"> Bréon, F.-M. and Colzy, S.: Cloud detection from the spaceborne POLDER instrument and validation against surface synoptic observations, J. Appl. Meteor., 38~pp. 777–785, 1999. </reference>
		<reference numeration="4" content_type="text"> Campbell, J. R., Hlavka, D. L., Welton, E. J., Flynn, C. J., Turner, D. D., Spinhirne, J. D., Scott, V. S., and Hwang, I. H.: Full-Time, Eye-Safe Cloud and Aerosol Lidar Observation at Atmospheric Radiation Measurement Program Sites: Instruments and Data Processing, J. Atmos. Oceanic Technol., 19, 431–442, 2002. </reference>
		<reference numeration="5" content_type="text"> Delene, D. J. and Ogren, J. A.: Variability of aerosol optical properties at four North American surface monitoring sites, J. Atmos. Sci. 59, 1135–1150, 2002. </reference>
		<reference numeration="6" content_type="text"> Diner, D., Clothiaux, E., Di Girolamo, L.: MISR Multi-angle imaging spectro-radiometer algorithm theoretical basis. Level 1 Cloud detection, Jet Propulsion Laboratory, JPL D-13397, 1999. </reference>
		<reference numeration="7" content_type="text"> Domine, F., Albert, M., Huthwelker, T., Jacobi, H.-W., Kokhanovsky, A. A., Lehning, M., Picard, G., and Simpson, W. R.: Snow physics as relevant to snow photochemistry, Atmos. Chem. Phys., 8, 171–208, 2008. </reference>
		<reference numeration="8" content_type="text"> Domine, F., Salvatori, R., Legagneux, L., Salzano, R., Fily, M., and Casacchia, R.: Correlation between the specific surface area and the short wave infrared (SWIR) reflectance of snow, Cold Reg. Sci. Technol., 46, 60–68, 2006. </reference>
		<reference numeration="9" content_type="text"> English, S. J., Jones, D. C., Hewison, T. J., Saunders, R. W., Hallikainen, M.: Observations of the emissivity of snow and ice surfaces from the SAAMEX and MACSI airborne campaigns, Geoscience and Remote Sensing Symposium, 1995. IGARSS &apos;95, &quot;Quantitative Remote sensing for Science and Applications&quot;, International, Vol 2, 1493–1495, 1995. </reference>
		<reference numeration="10" content_type="text"> Gafurov, A. and Bárdossy, A.: Cloud removal methodology from MODIS snow cover product, Hydrol. Earth Syst. Sci., 13, 1361–1373, 2009. </reference>
		<reference numeration="11" content_type="text"> Gerland, S., Winther, J.-G., Ørbæk, J. B., Liston, G. E., Øritsland, N. A., Blanco, A., and Ivanov, B.: Physical and optical properties of snow covering Arctic tundra on Svalbard, Hydrologocal Processes 13, 2331–2343, 1999. </reference>
		<reference numeration="12" content_type="text"> Hori, M., Aoki, Te., Tanikawa, T., Motoyoshi, H., Hachikubo, A., Sugiura, K., Yasunari, T. J., Eide, H., Storvold, R., Nakajima, Y., and Takahashi, F.: In-situ measured spectral directional emissivity of snow and ice in the 8–14 um atmospheric window, Remote Sens. Environ., 100, 486–502, 2006. </reference>
		<reference numeration="13" content_type="text"> Istomina, L. G., von Hoyningen-Huene, W., Kokhanovsky, A. A., and Burrows, J. P.: Retrieval of aerosol optical thickness in Arctic region using dual-view AATSR observations. Proceedings of ESA Atmospheric Science Conference, Barcelona, Spain, 7–11 Sept. 2009, ESA SP-676, 2010. </reference>
		<reference numeration="14" content_type="text"> Istomina, L. G., von Hoyningen-Huene, W., Kokhanovsky, A. A., Rozanov, V. V., Schreier, M., Dethloff, K., Stock, M., Treffeisen, R., Herber, A., Burrows, J. P.: Sensitivity study of the dual-view algorithm for aerosol optical thickness retrieval over snow and ice, Proceedings of the 2nd MERIS/(A)ATSR user workshop, ESRIN, Frascati, Italy, 22–26~Sept 2008, ESA SP-666, 2009. </reference>
		<reference numeration="15" content_type="text"> Key, J. and Barry, R.G.: Cloud cover analysis with Arctic AVHRR data. 1. Cloud detection, J. Geophys. Res., 94(D15), 18521–18535, 1989. </reference>
		<reference numeration="16" content_type="text"> Kokhanovsky, A. A.: Cloud Optics, edited by: Mysak, L. A. and Hamilton, K., Publ.: Springer, 2006. </reference>
		<reference numeration="17" content_type="text"> Kokhanovsky, A. A, Rozanov, V. V., Aoki, T., Odermatt, D., Brockmann, B., Krüger, O., Bouvet, M., Drusch, M., Hori, M.: Sizing of snow grains using backscattered solar light, submitted to Int. J. Remote Sens., 2010. </reference>
		<reference numeration="18" content_type="text"> Lotz, W. A., Vountas, M., Dinter, T., and Burrows, J. P.: Cloud and surface classification using SCIAMACHY polarization measurement devices, Atmos. Chem. Phys., 9, 1279–1288, 2009. </reference>
		<reference numeration="19" content_type="text"> Lyapustin, A., Tedesco, M., Wang, Y., Aoki, T., Hori, M., and Kokhanovsky, A.: Retrieval of snow grain size over Greenland from MODIS, Remote Sens. Environ., 113, 1976–1987, 2009. </reference>
		<reference numeration="20" content_type="text"> Lyapustin, A. and Wang, Y.: The time series technique for aerosol retrievals over land from MODIS, in: Satellite Aerosol Remote Sensing over Land, edited by: Kokhanovsky A. A. and de Leeuw, G., Springer Praxis Publ Chichester, 69–99, 2009. </reference>
		<reference numeration="21" content_type="text"> Lyapustin, A., Wang, Y., and Frey, R.: An automated cloud mask algorithm based on time series of MODIS measurements, J. Geophys. Res., 113, D16207, doi:10.1029/2007JD009641, 2008. </reference>
		<reference numeration="22" content_type="text"> Martins, J. V., Tanré, D., Remer, L., Kaufman, Y., Mattoo, S., and Levy, R.: MODIS Cloud screening for remote sensing of aerosols over oceans using spatial variability, Geophys. Res. Lett., 29(12), 8009, doi:10.1029/2001GL013252, 2002. </reference>
		<reference numeration="23" content_type="text"> Mendonca, B. G., DeLuisi, J. J., and Schroeder, J. A.: Arctic Haze and perturbation in the solar radiation fluxes at Barrow, Alaska, Proceedings from the 4$^th$ Conference on Atmospheric Radiation. Atm. Met. Sco., Toronto, Ontario, Canada, 95–96, 1981. </reference>
		<reference numeration="24" content_type="text"> Minnis, P., Chakrapani, V., Doelling, D. R., Nguyen, L., Palikonda, R., Spangenberg, D. A., Uttal, T., Arduini, R. F., and Shupe, M.: Cloud coverage and height during FIRE ACE derived from AVHRR data, J. Geophys. Res., 106(D14), 15215–15232, 2001. </reference>
		<reference numeration="25" content_type="text"> MODIS ATBD MOD-06, Discriminating clear-sky from cloud with MODIS, modis.gsfc.nasa.gov/data/atbd/atbd_mod06.pdf, 2002. </reference>
		<reference numeration="26" content_type="text"> Quinn, P. K., Miller, T. L., Bates, T. S., Ogren, J. A., Andrews, E. and co-authors: A three-year record of simultaneously measured aerosol chemical and optical properties at Barrow, Alaska, J. Geophys. Res., 107(D11), 4130, doi:10.1029/2001JD001248, 2002. </reference>
		<reference numeration="27" content_type="text"> Rozanov, A. V., Rozanov, V. V., Buchwitz, M., Kokhanovsky, A. A., and Burrows, J. P.: SCIATRAN 2.0 – new radiative transfer model for geophysical applications in the 175–2400 nm spectral range, Adv. Space Res. 36, 1015–1019, 2005. </reference>
		<reference numeration="28" content_type="text"> Spangenberg, D. A., Chakrapani, V., Doelling, D. R., Minnis, P., and Arduini, R. F.: Development of an automated Arctic cloud mask using clear-sky satellite observations taken over the SHEBA and ARM NSA sites, Proc. 6th Conf. on Polar Meteor. and Oceanography, San Diego, CA, May 14–18, 2001, 246–249, 2001. </reference>
		<reference numeration="29" content_type="text"> Tedesco, M. and Kokhanovsky, A. A.: The semi-analytical snow retrieval algorithm and its application to MODIS data, Rem. Sens. Env., 110, 317–331, 2007. </reference>
		<reference numeration="30" content_type="text"> Tomasi, C., Vitale, V., Lupi, A., Di Carmine, C., Campanelli, M., Herber, A., Treffeisen, R., Stone, R. S., Andrews, E., Sharma, S., Radionov, V., von Hoyningen-Huene, W., Stebel, K., Hansen, G. H., Myhre, C. L., Wehrli, C., Aaltonen, V., Lihavainen, H., Virkkula, A., Hillamo, R., Ström, J., Toledano, C., Cachorro, V. E., Ortiz, P., de Frutos, A. M., Blindheim, S., Frioud, M., Gausa, M., Zielinski, T., Petelski, T., Yamanouchi, T.: Aerosols in polar regions: A historical overview based on optical depth and in situ observations, J. Geophys. Res., 112, D16205, doi:10.1029/2007JD008432, 2007. </reference>
		<reference numeration="31" content_type="text"> Trepte, Q., Arduini, R. F., Chen, Y., Sun-Mack, S., Minnis, P., Spangenberg, D. A., and Doelling, D. R.: Development of a daytime polar cloud mask using theoretical models of near-infrared bidirectional reflectance for ARM and CERES, Proc. AMS 6th Conf. Polar Meteorology and Oceanography, San Diego, CA; May 4-18, 242–245, 2001. </reference>
		<reference numeration="32" content_type="text"> Wald, A. E.: Modeling thermal infrared (2–14μm) reflectance spectra of frost and snow, J. Geophys. Res., 99(B12), 94JB01560, 24241–24250, 1994. </reference>
		<reference numeration="33" content_type="text"> Warren, S. G.: Optical Properties of Snow, Rev. Geophys., 20(1), 67–89, 1982. </reference>
		<reference numeration="34" content_type="text"> Warren, S. G. and Wiscombe, W. J.: A model for the spectral albedo of snow. II: Snow containing atmospheric aerosols, J. Atmos. Sci., 37, 2734–2733, 1980. </reference>
		<reference numeration="35" content_type="text"> Welton, E. J., Campbell, J. R., Spinhirne, J. D., Scott, V. S.: Global monitoring of clouds and aerosols using a network of micro-pulse lidar systems. Proc. Int. Opt. Eng. 4153, 151–158, 2001. </reference>
		<reference numeration="36" content_type="text"> Wiscombe, W. J. and Warren, S. G.: A model for the spectral albedo of snow, I Pure snow, J. Atmos. Sci., 37(12), 2712–2733, 1980. </reference>
	</references>
</article>

