<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.atmos-chem-phys-discuss.net/inc/acpd/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Atmospheric Chemistry and Physics Discussions</journal_title>
		<journal_url>www.atmos-chem-phys-discuss.net</journal_url>
		<issn>1680-7367</issn>
		<eissn>1680-7375</eissn>
		<volume_number>9</volume_number>
		<issue_number>2</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/acpd-9-8683-2009</doi>
	<article_url>http://www.atmos-chem-phys-discuss.net/9/8683/2009/</article_url>
	<abstract_html>http://www.atmos-chem-phys-discuss.net/9/8683/2009/acpd-9-8683-2009.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys-discuss.net/9/8683/2009/acpd-9-8683-2009.pdf</fulltext_pdf>
	<start_page>8683</start_page>
	<end_page>8736</end_page>
	<publication_date>2009-04-01</publication_date>
	<article_title content_type="html">Retrieval of atmospheric profiles and cloud properties from IASI  spectra using super-channels</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>X. Liu</name>
			<email>xu.liu-1@nasa.gov</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>D. K. Zhou</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>A. M. Larar</name>
		</author>
		<author numeration="4" affiliations="2">
			<name>W. L. Smith</name>
		</author>
		<author numeration="5" affiliations="3">
			<name>P. Schluessel</name>
		</author>
		<author numeration="6" affiliations="4">
			<name>S. M. Newman</name>
		</author>
		<author numeration="7" affiliations="4">
			<name>J. P. Taylor</name>
		</author>
		<author numeration="8" affiliations="5">
			<name>W. Wu</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">NASA Langley Research Center, Hampton, VA 23681, USA</affiliation>
		<affiliation numeration="2" content_type="html">Hampton University, VA 23668, USA and University of Wisconsin,  Madison, WI 53706, USA</affiliation>
		<affiliation numeration="3" content_type="html">EUMETSAT, Am Kavalleriesand 31, 64295 Darmstadt, Germany</affiliation>
		<affiliation numeration="4" content_type="html">Met Office, Exeter, Devon, UK</affiliation>
		<affiliation numeration="5" content_type="html">Science Systems and Applications, Inc., Hampton, VA 23666, USA</affiliation>
	</affiliations>
	<abstract content_type="html">The Infrared Atmospheric Sounding Interferometer (IASI) is an
      ultra-spectral satellite sensor with 8461 spectral
      channels. IASI spectra contain high information content on
      atmospheric, cloud, and surface properties. The instrument
      presents a challenge for using thousands of spectral channels
      in a physical retrieval system or in a Numerical Weather
      Prediction (NWP) data assimilation system. In this paper we
      describe a method of simultaneously retrieving atmospheric
      temperature, moisture, and cloud properties using all
      available IASI channels without sacrificing computational
      speed. The essence of the method is to convert the IASI
      channel radiance spectra into super-channels by an Empirical
      Orthogonal Function (EOF) transformation. Because the EOFs are
      orthogonal to each other, about 100 super-channels are
      adequate to capture the information content of the radiance
      spectra.  A Principal Component-based Radiative Transfer Model
      (PCRTM) is used to calculate both the super-channel magnitudes
      and derivatives with respect to atmospheric profiles and other
      properties. A physical retrieval algorithm then performs an
      inversion of atmospheric, cloud, and surface properties in
      super channel domain directly therefore both reducing the
      computational need and preserving the information content of
      the IASI measurements.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Aoki,~T.: Channel compression of trace gas remote sounder by expanding the weighting function with empirical orthogonal functions, J. Meteorol. Soc. Jpn., 82, 1081–1093, 2004. </reference>
		<reference numeration="2" content_type="text"> Aoki,~T.: Channel compression of high resolution infrared spectra with using hypothetical channel system, J. Meteorol. Soc. Jpn., 83, 41–55, 2005. </reference>
		<reference numeration="3" content_type="text"> Aumann,~H H., Chahine,~M T., Gautier,~C., Goldberg,~M D., Kalnay,~E., McMillin,~L M., Revercomb,~H., Rosenkranz,~P W., Smith,~W L., Staelin,~D H., Strow,~L L., and Susskind,~J.: AIRS/AMSU/HSB on aqua mission: design, science objectives, data products, and processing system, IEEE T. Geosci. Remote, 41, 253–264, 2003. </reference>
		<reference numeration="4" content_type="text"> Barnet,~C D., Blaisdell,~J M., and Susskind,~J.: Practical methods for rapid and accurate computation of interferometric spectra for remote sensing applications, IEEE T. Geosci. Remote, 169–183, 2000. </reference>
		<reference numeration="5" content_type="text"> Blumstein,~D., Chalon,~G., Carlier,~T., Buil,~C., Hebert,~P., Maciaszek,~T., Ponce,~G., and Phulpin,~T.: IASI instrument: technical overview and measured performances, SPIE Proc., 5543, 196–207, 2004. </reference>
		<reference numeration="6" content_type="text"> Chahine,~M T.: Remote sounding cloudy atmospheres. I. The single cloud layer, J. Atmos. Sci., 31, 233–243, 1974. </reference>
		<reference numeration="7" content_type="text"> Chahine,~M T.: Remote sounding cloudy atmospheres. II. Multiple cloud formations, J. Atmos. Sci., 34, 744–757, 1977. </reference>
		<reference numeration="8" content_type="text"> Chahine,~M T., Aumann,~H., Goldberg,~M., McMillin,~L., Rosenkranz,~P., Staelin,~D., Strow,~L., Susskind,~J., and Gunson,~M.: AIRS Level 2 Algorithm Theoretical Basis Document Version 2.2, JPL D-17006, 2001. </reference>
		<reference numeration="9" content_type="text"> Clough,~S A. and Iacono,~M J.: Line-by-line calculation of atmospheric fluxes and cooling rates: 2 application to carbon dioxide, ozone, methane, nitrous oxide and the halocarbons, J. Geophys. Res., 100, 16579–16593, 1995. </reference>
		<reference numeration="10" content_type="text"> Collard,~A.: Selection of IASI channels for use in numerical weather prediction, Q. J. Roy. Meteor. Soc., 629, 1977–1991, 2007. </reference>
		<reference numeration="11" content_type="text"> Collard,~A. and McNally,~T.: Operational Assimilation of IASI radiances at ECMWF, Joint Center for Satellite Data Assimilation Quarterly, 22, 2–3, 2008. </reference>
		<reference numeration="12" content_type="text"> Crevoisier~C., Chedin~A., Scott~N A.: AIRS channel selection for \chemCO_2 and other trace-gas retrievals, Q. J. Roy. Meteor. Soc., 129, 2719–2740, 2003. </reference>
		<reference numeration="13" content_type="text"> Edwards,~D P. and Francis,~G L.: Improvements to the correlated-k radiative transfer method: Application to satellite infrared sounding, J. Geophys. Res., 105(D14), 18135–18156, 2000. </reference>
		<reference numeration="14" content_type="text"> Eyre,~J R.: Inversion of cloudy satellite sounding radiances by nonlinear optimal interpolation. I: Theory and simluation for TOVS, Q. J. Roy. Meteor. Soc., 115, 1001–1026, 1989a. </reference>
		<reference numeration="15" content_type="text"> Eyre,~J R.: Inversion of cloudy satellite sounding radiances by nonlinear optimal estimation. II: Application to TOVS data, Q J. Roy. Meteor. Soc., 115, 1027–1037, 1989b. </reference>
		<reference numeration="16" content_type="text"> Fourrié,~N. and Thépaut,~J.-N.: Validation of the NESDIS near real time AIRS channel selection. ECMWF Tech. Memo. 390, European Center for Medium Range Weather Forecasts, Reading, UK, 2002. </reference>
		<reference numeration="17" content_type="text"> Fourrié,~N. and Thépaut,~J.-N.: Evaluation of the AIRS near-real-time channel selection for application to numerical weather prediction, Q. J. Roy. Meteor. Soc., 129, 2425, 2003. </reference>
		<reference numeration="18" content_type="text"> Goldberg,~M D., Qu,~Y., McMillin,~L M., Wolf,~W., Zhou,~L., and Divakarla,~M.: AIRS near real-time products and algorithms in support of operational numerical weather prediction, IEEE T. Geosci. Remote, 41, 379–389, 2003. </reference>
		<reference numeration="19" content_type="text"> Huang,~H.-L. and Antonelli,~P.: Application of principal component analysis to high-resolution infrared measurement compression and retrieval, J. Appl. Meteorol., 40, 265–388, 2001. </reference>
		<reference numeration="20" content_type="text"> Huang,~H.-L, Yang,~P., Wei,~H., Baum,~B A., Hu,~Y X., Atonelli,~P., et~al.: Inference of ice cloud properties from high-spectral resolution infrared observations. IEEE T. Geosci. Remote, 42, 842–852, 2004. </reference>
		<reference numeration="21" content_type="text"> Niu,~J. G, Ping,~Y., Huang,~H.-L., Davies,~J E., Li,~J., Baum,~B A., Hu,~Y X.: A~fast infrared radiative transfer model for overlapping clouds, J. Quant. Spectrosc. Ra., 103, 447–459, 2007. </reference>
		<reference numeration="22" content_type="text"> Klaes,~K D., Cohen,~M., Buhler,~Y., Schluessel,~P., Munro,~P., Luntama,~J.-P., Von Engeln,~A., Clerigh,~E O., Bonekamp,~H., Ackernmann,~J., Schmetz,~J.: An introduction to the EUMETSAT Polar System, B. Am. Meteorol. Soc., 88, 1085–1096, 2007. </reference>
		<reference numeration="23" content_type="text"> Kinnison,~D E., et~al.:~Sensitivity of chemical tracers to meteorological parameters in the MOZART-3 chemical transport model, J. Geophys. Res., 112, D20302, doi:10.1029/2006JD007879, 2007. </reference>
		<reference numeration="24" content_type="text"> Le Marshall,~J., Jung,~J., Derber,~J., Chahine,~M., Treadon,~R., Lord,~S., Goldberg,~M., Wolf,~W., Liu,~H C., Joiner,~J., Woollen,~J., Todling,~R., van Delst,~P., and Tahara,~Y.: Improving global analysis and forecasting with AIRS, B. Am. Meteorol. Soc., 87, 747–750, 2006. </reference>
		<reference numeration="25" content_type="text"> Le Marshall,~J., Jung,~J., Derber,~J., Treadon,~R., Lord,~S., Goldberg,~M., Wolf,~W., Liu,~H C., Joiner,~J., Woollen,~J., and Todling,~R.: AIRS hyperspectral data improves southern hemisphere forecasts, Aust. Meteorol. Mag., 54, 57–60, 2005a. </reference>
		<reference numeration="26" content_type="text"> Le Marshall,~J., Jung,~J., Derber,~J., Treadon,~R., Lord,~S., Goldberg,~M., Wolf,~W., Liu,~H C., Joiner,~J., Woollen,~J., and Todling,~R.: Impact of Atmospheric InfraRed Sounder Observations on Weather Forecasts, EOS, 86, 109, 115, 116, 15 Mar 2005, 2005b. </reference>
		<reference numeration="27" content_type="text"> Li,~J., Liu,~C Y., Huang,~H.-L., Schmit,~T J., Menzel,~W P., and Gurka,~J.: Optimal cloud-clearing for AIRS radiances using MODIS, IEEE T. Geosci. Remote, 43, 1266–1278, 2005.  </reference>
		<reference numeration="28" content_type="text"> Liu,~X., Smith,~W L., Zhou,~D K., and Larar,~A.: A~principal component-based radiative transfer forward model (PCRTM) for hyperspectral instruments, Proc. SPIE Int. Soc. Opt. Eng., 5655, 96–105, 2005. </reference>
		<reference numeration="29" content_type="text"> Liu,~X., Zhou,~D K., Larar,~A., Smith,~W L., and Mango,~S A.: Case study a~new radiative transfer model and retrieval algorithm using EAQUATE data, Q. J. Roy. Meteor. Soc., 133, 243–256, 2007. </reference>
		<reference numeration="30" content_type="text"> Liu,~X., Moncet,~J.-L., Zhou,~D K., and Smith,~W L.: A~Fast and Accurate Forward Model for NAST-I Instrument, in: Fourier Transform Spectroscopy and Optical Remote Sensing of Atmosphere, Technical Digest Series OSA (Optical Society of America, Washington,~D.C., 2003), p 16, 2003. </reference>
		<reference numeration="31" content_type="text"> Liu,~X., Smith,~W L., Zhou,~D K., and Larar,~A.: Principal Component-based Radiative Transfer Forward Model (PCRTM) for hyperspectral sensors, theoretical concept, Appl. Optics, 45, 201–209, 2006. </reference>
		<reference numeration="32" content_type="text"> Marquardt,~D.: An algorithm for least-squares estimation of nonlinear parameters, SIAM J. Appl. Math., 11, 431–441, 1963. </reference>
		<reference numeration="33" content_type="text"> Masuda,~K., Takashima,~T., and Takayama,~Y.: Emissivity of pure and sea waters for the model sea surface in the infrared window regions, Remote Sens. Environ., 24, 319–329, 1988. </reference>
		<reference numeration="34" content_type="text"> Matricardi,~M.: RTIASI-4, a~new version of the ECMWF fast radiative transfer model for infrared atmospheric sounding interferometer, ECMWF Tech. Memo, 425, 63~pp, 2003. </reference>
		<reference numeration="35" content_type="text"> Matricardi,~M. and Saunders,~R W.: A~fast radiative transfer model for simulation of IASI radiances, Appl. Optics, 38, 5679–5691, 1999. </reference>
		<reference numeration="36" content_type="text"> McMillin,~L M., Goldberg,~M D., Ding,~H., Susskind,~J., and Barnet,~C D.: A~forward calculation for interferometers: method and validation, Appl. Optics, 37, 3059–3068, 1997. </reference>
		<reference numeration="37" content_type="text"> McMillin,~L M., Crone,~L J., and Kleespies,~T J.: Atmospheric transmittance of an absorbing gas, 5, Improvements to the OPTRAN approach, Appl. Optics, 34, 8396–8399, 1995. </reference>
		<reference numeration="38" content_type="text"> McMillin,~L M.: Super Channels for AIRS Retrievals, AMS 13th Conference on Satellite Meteorology and Oceanography, 19–23~Sep 2004, Norfolk, VA, (http://ams.confex.com/ams/pdfpapers/78955.pdf), 2004. </reference>
		<reference numeration="39" content_type="text"> Menzel,~W., Smith~T., and Stewart,~T R.: Improved cloud motion vector and altitude assignment using VAS, J. Appl. Meteorol., 22, 377–384, 1983. </reference>
		<reference numeration="40" content_type="text"> Moncet,~J.-L., Liu,~X., Helene,~R., Snell,~H., Zaccheo,~S., Lynch,~R., Eluszkiewicz,~J., He,~Y., Uymin,~G., Lietzke,~C., Hegarty,~J., Boukabara,~S., Lipton,~A., and Pickle,~J.: Algorithm Theoretical Basis Document (ATBD) for the Cross Track Infrared Sounder (CrIS) Environmental Data Records (EDR). V1.2.3, AER Document Released to ITT and Integrated Program Office, 2001. </reference>
		<reference numeration="41" content_type="text"> Moncet,~J L. and Clough,~S A.: Accelerated monochromatic radiative transfer for scattering atmospheres: application of a~new model tospectral radiance observations, J. Geophys. Res., 102, 853–866, 1997. </reference>
		<reference numeration="42" content_type="text"> Newman,~S. M, Smith,~J A., Glew,~M D., Rogers,~S M., and Taylor,~J P.: Temperature and salinity dependence of sea surface emissivity in the thermal infrared, Q. J. Roy. Meteor. Soc., 131, 2539–2557, 2005. </reference>
		<reference numeration="43" content_type="text"> Pagano,~T S., Aumann,~H H., Hagan,~D E., and Overoye,~K.: Prelaunch and in-flight radiometric calibration of the Atmospheric Infrared Sounder (AIRS), IEEE T. Geosci. Remote, 41, 265–273, 2003. </reference>
		<reference numeration="44" content_type="text"> Press,~W H., Teukolsky,~S A. Vetterling,~W T., and Flannery,~B P.: Numerical Recipes (second edition), Cambridge Press, 1992. </reference>
		<reference numeration="45" content_type="text"> Prunet,~P., Thépaut~J.-N., and Cassé,~V.: The information content of clear sky IASI radiances and their potential for numerical weather prediction, Q. J. Roy. Meteor. Soc., 124, 211–241, 1998. </reference>
		<reference numeration="46" content_type="text"> Rabier,~F., Fourrié,~N., Chafa\&quot;&amp;#x0131;,~D., and Prunet,~P.: Channel selection methods for Infrared Atmospheric Sounding Interferometer radiances, Q. J. Roy. Meteor. Soc., 128, 1011–1027, 2002. </reference>
		<reference numeration="47" content_type="text"> Rodgers,~C D.: Inverse Methods for Atmospheric Sounding – Theory and Practice, World Scientific, Singapore, 238 pp., 2002. </reference>
		<reference numeration="48" content_type="text"> Rodgers,~C D.: Retrieval of atmospheric temperature and composition from remote measurements of thermal radiation, Rev. Geophys. Space Ge., 14, 609–624, 1976. </reference>
		<reference numeration="49" content_type="text"> Salisbury,~J W. and D&apos;Aria,~D M.: Emissivity of terrestrial material in the 8–14 \unit\mum atmospheric window, Remote Sens. Environ., 42, 83–106, 1992. </reference>
		<reference numeration="50" content_type="text"> Saunders,~R., Matricardi,~M., and Brunel,~P.: An improved fast radiative transfer model for assimilation of satellite radiance observations, Q. J. Roy. Meteor. Soc., 125, 1407–1425, 1999. </reference>
		<reference numeration="51" content_type="text"> Saunders,~R., Rayer,~P., Brunel,~P., von Engeln,~A., Bormann,~N., Strow,~L., Hannon,~S., Heilliette,~S., Liu,~X., Miskolczi,~F., Han,~Y., Masiello,~G., Moncet,~J.-L., Gennady Uymin, Sherlock,~V., Turner,~D S.: A~comparison of radiative transfer models for simulating AIRS radiances, J. Geophys. Res., 112, D01S90, doi:10.1029/2006JD007088, 2007. </reference>
		<reference numeration="52" content_type="text"> Schluessel,~P.: Super-Channel Selection for IASI Retrievals, ITSC XIV Proceedings, Beijing, China, 25–31~May, http://cimss.ssec.wisc.edu/itwg/itsc/itsc14/proceedings/11_2_Schluessel.pdf, 2005.  </reference>
		<reference numeration="53" content_type="text"> Schluessel,~P., Hultberg,~T H., Phillips,~P L. August,~T., and Calbet,~X.: The operational IASI Level 2 processor, Adv. Space Res., 36, 982–988, 2005. </reference>
		<reference numeration="54" content_type="text"> Smith,~W L.: An improved method for calculating tropospheric temperature and moisture from satellite radiometer measurements, Mon. Weather Rev., 96, 387–396, 1968. </reference>
		<reference numeration="55" content_type="text"> Smith,~W L., Huang,~H L., and Jenney,~J A.: An advanced sounder cloud contamination study, J. Appl. Meteorol., 35, 1249–1255, 1996. </reference>
		<reference numeration="56" content_type="text"> Smith,~W L.: An improved method for calculating tropospheric temperature and moisture from satellite radiometer measurements, Mon. Weather Rev., 96, 387–396, 1968. </reference>
		<reference numeration="57" content_type="text"> Stamnes,~K., Tsay,~S.-C., Wiscombe,~W., and Jayaweera,~K.: Numerically stable algorithm for discrete-ordinate-method radiative transfer in multiple scattering and emitting media, App. Optics, 27, 2502–2509, 1988. </reference>
		<reference numeration="58" content_type="text"> Strow,~L L., Hannon,~S E., De Souza-Machado,~S., Motteler,~H E., and Tobin,~D.: An overview of the AIRS radiative transfer model, IEEE T. Geosci. Remote, 41, 303–313, 2003. </reference>
		<reference numeration="59" content_type="text"> Strow,~L L., Hannon,~S E., De-Souza Machado,~S., Motteler,~H E., and Tobin,~D C.: Validation of the Atmospheric Infrared Ssounder radiative transfer algorithm, J. Geophys. Res., 111, D09S06, doi:10.1029/2005JD006146, 2006. </reference>
		<reference numeration="60" content_type="text"> Susskind,~J., Barnet,~C., Blaisdell,~J., Iredell,~L., Keita,~F., Kouvaris,~L., Molnar,~G., and Chahine,~M.: Accuracy of geophysical parameters derived from Atmospheric Infrared Sounder/Advanced Microwave Sounding Unit as a~function of fractional cloud cover, J. Geophys. Res., 111, D09S17, doi:10.1029/2005JD006272, 2006. </reference>
		<reference numeration="61" content_type="text"> Susskind,~J., Barnet,~C D., and Blaisdell,~J M.: Retrieval of atmospheric and surface parameters from AIRS/AMSU/HSB data in presence of clouds, IEEE T. Geosci. Remote, 41, 390–409, 2003. </reference>
		<reference numeration="62" content_type="text"> Wei,~H., Yang,~P., Li,~J., Baum,~B A., Huang,~H., Platnick,~S., et~al.: Retrieval of semitransparent ice cloud optical thickness from atmospheric infrared sounder (AIRS) measurements, IEEE T. Geosci. Remote, 42, 2254–2267, 2007. </reference>
		<reference numeration="63" content_type="text"> Wu,~X Q. and Smith,~W L.: Emissivity of rough sea surface for 8–13~microns: Modeling and verification, Appl. Opt., 36, 12, 2609–2619, 1997. </reference>
		<reference numeration="64" content_type="text"> Yang,~P., Gao,~B C., Baum,~B A., Hu,~Y., Wiscombe,~W J., Tsay,~S.-C., Winker,~D M., and Nasiri,~S L.: Radiative properties of cirrus clouds in the infrared (8–13 \unit\mum) spectral region, J. Quant. Spectrosc. Ra., 70, 473–504, 2001. </reference>
		<reference numeration="65" content_type="text"> Zhang,~Z., Yang,~P., Kattawar,~G., Huang,~H.-L., Greenwald,~T., Li,~J., Baum,~B A., Zhou,~D K., and Hu,~Y.: A~fast infrared radiative transfer model based on the adding–doubling method for hyperspectral remote-sensing applications, J. Quant. Spectrosc. Ra., 105, 243–363, doi:10.1016/j.jqrt.2007.01.009, 2007. </reference>
		<reference numeration="66" content_type="text"> Zhou,~D K., Smith, Sr.,~W L., Liu,~X., Larar,~A M., Mango,~S A., and Huang,~H.-L.: Physically retrieving cloud and thermodynamic parameters from ultraspectral IR measurements, J. Atmos. Sci., 64, 969–982, 2007. </reference>
		<reference numeration="67" content_type="text"> Zhou,~D K., Smith,~W L., Liu,~X., Larar,~A M., Huang,~H.-L A., Li,~J., McGill,~M J., and Mango,~S A.: Thermodynamic and cloud parameters retrieval using infrared spectral data, Geophys. Res. Lett., 32, L15805, doi:10.1029/2005GL023211, 2005. </reference>
	</references>
</article>

