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<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACPD</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACPD</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7375</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/acpd-12-6283-2012</article-id>
<title-group>
<article-title>Comparison of improved Aura Tropospheric Emission Spectrometer (TES)  CO&lt;sub&gt;2&lt;/sub&gt; with HIPPO and SGP aircraft profile measurements</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kulawik</surname>
<given-names>S. S.</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>Worden</surname>
<given-names>J. R.</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>Wofsy</surname>
<given-names>S. C.</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>Biraud</surname>
<given-names>S. C.</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>Nassar</surname>
<given-names>R.</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>Jones</surname>
<given-names>D. B. A.</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>Olsen</surname>
<given-names>E. T.</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>Osterman, and the TES and HIPPO teams</surname>
<given-names>G. B.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91109, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Harvard University, Cambridge, MA 02138, USA</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Lawrence Berkeley National Laboratory, Earth Sciences Division, Berkeley, CA 94720, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Environment Canada, Toronto, Ontario, Canada</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>University of Toronto, Department of Physics, Toronto, Ontario, M5S 1A7, Canada</addr-line>
</aff>
<pub-date pub-type="epub">
<day>29</day>
<month>02</month>
<year>2012</year>
</pub-date>
<volume>12</volume>
<issue>2</issue>
<fpage>6283</fpage>
<lpage>6329</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>
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<self-uri xlink:href="http://www.atmos-chem-phys-discuss.net/12/6283/2012/acpd-12-6283-2012.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys-discuss.net/12/6283/2012/acpd-12-6283-2012.pdf</self-uri>
<abstract>
<p>Comparisons are made between mid-tropospheric Tropospheric Emission Spectrometer (TES) carbon dioxide (CO&lt;sub&gt;2&lt;/sub&gt;)
      satellite measurements and ocean profiles from three Hiaper Pole-to-Pole Observations (HIPPO) campaigns and land aircraft
      profiles from the United States Southern Great Plains (SGP) Atmospheric Radiation Measurement (ARM) site over a 4-yr
      period. These comparisons are used to characterize the bias in the TES CO&lt;sub&gt;2&lt;/sub&gt; estimates and to assess whether
      calculated and actual uncertainties and sensitivities are consistent. The HIPPO dataset is one of the few datasets
      spanning the altitude range where TES CO&lt;sub&gt;2&lt;/sub&gt; estimates are sensitive, which is especially important for
      characterization of biases. We find that TES CO&lt;sub&gt;2&lt;/sub&gt; estimates capture the seasonal and latitudinal gradients
      observed by HIPPO CO&lt;sub&gt;2&lt;/sub&gt; measurements; actual errors range from 0.8–1.2 ppm, depending on the campaign, and are
      approximately 1.4 times larger than the predicted errors. The bias of TES versus HIPPO is within 0.85 ppm for each of the
      3 campaigns; however several of the sub-tropical TES CO&lt;sub&gt;2&lt;/sub&gt; estimates are lower than expected based on the
      calculated errors. Comparisons of aircraft flask profiles, which are measured from the surface to 5 km, to TES
      CO&lt;sub&gt;2&lt;/sub&gt; at the SGP ARM site show good agreement with an overall bias of 0.1 ppm and rms of 1.0 ppm. We also find
      that the predicted sensitivity of the TES CO&lt;sub&gt;2&lt;/sub&gt; estimates is too high, which results from using a multi-step
      retrieval for CO&lt;sub&gt;2&lt;/sub&gt; and temperature. We find that the averaging kernel in the TES product corrected by
      a pressure-dependent factor accurately reflects the sensitivity of the TES CO&lt;sub&gt;2&lt;/sub&gt; product.</p>
</abstract>
<counts><page-count count="47"/></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"> Beer,~R.: TES on the Aura mission: Scientific objectives, measurements, and analysis overview, IEEE T. Geosci. Remote, 44, 1102–1105, 2006. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Bowman,~K W., Rodgers,~C D., Kulawik,~S S., Worden,~J., Sarkissian,~E., Osterman,~G., Steck,~T., Lou,~M., Eldering,~A., Shephard,~M., Worden,~H., Lampel,~M., Clough,~S., Brown,~P., Rinsland,~C., Gunson,~M., and Beer,~R.: Tropospheric emission spectrometer: retrieval method and error analysis, IEEE T. Geosci. Remote, 44, 1297–1307, 2006. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Boxe,~C S., Worden,~J R., Bowman,~K W., Kulawik,~S S., Neu,~J L., Ford,~W C., Osterman,~G B., Herman,~R L., Eldering,~A., Tarasick,~D W., Thompson,~A M., Doughty,~D C., Hoffmann,~M R., and Oltmans,~S J.: Validation of northern latitude Tropospheric Emission Spectrometer stare ozone profiles with ARC-IONS sondes during ARCTAS: sensitivity, bias and error analysis, Atmos. Chem. Phys., 10, 9901–9914, http://dx.doi.org/10.5194/acp-10-9901-2010doi:10.5194/acp-10-9901-2010, 2010. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Butz,~A., Guerlet,~S., Hasekamp,~O., Schepers,~D., Galli,~A., Aben,~I., Frankenberg,~C., Hartmann,~J.-M., Tran,~H., Kuze,~A., Keppel-Aleks,~G., Toon,~G., Wunch,~D., Wennberg,~P., Deutscher,~N., Griffith,~D., Macatangay, ~R., Messerschmidt,~J., Notholt,~J., and Warneke,~T.: Toward accurate \chemCO_2 and CH&lt;sub&gt;4&lt;/sub&gt; observations from GOSAT, Geophys. Res. Lett., 38, L14812, http://dx.doi.org/10.1029/2011GL047888doi:10.1029/2011GL047888, 2011. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Chahine,~M T., Chen,~L., Dimotakis,~P., Jiang,~X., Li,~Q B., Olsen,~E T., Pagano,~T., Randerson,~J., and Yung,~Y L.: Satellite remote sounding of mid-tropospheric \chemCO_2, Geophys. Res. Lett., 35, L17807, http://dx.doi.org/10.1029/2008GL035022doi:10.1029/2008GL035022, 2008. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Connor,~B J., Boesch,~H., Toon,~G., Sen,~B., Miller,~C., and Crisp,~D.: Orbiting Carbon Observatory: inverse method and prospective error analysis, J. Geophys. Res., 113, D05305, http://dx.doi.org/10.1029/2006JD008336doi:10.1029/2006JD008336, 2008. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Crevoisier,~C., Chédin,~A., Matsueda,~H., Machida,~T., Armante,~R., and Scott,~N A.: First year of upper tropospheric integrated content of \chemCO_2 from IASI hyperspectral infrared observations, Atmos. Chem. Phys., 9, 4797–4810, http://dx.doi.org/10.5194/acp-9-4797-2009doi:10.5194/acp-9-4797-2009, 2009. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Crisp,~D., Fisher,~B M., O&apos;Dell,~C., Frankenberg,~C., Basilio,~R., Bösch,~H., Brown,~L R., Castano,~R., Connor,~B., Deutscher,~N M., Eldering,~A., Griffith,~D., Gunson,~M., Kuze,~A., Mandrake,~L., McDuffie,~J., Messerschmidt,~J., Miller,~C E., Morino,~I., Natraj,~V., Notholt,~J., O&apos;Brien,~D., Oyafuso,~F., Polonsky,~I., Robinson,~J., Salawitch,~R., Sherlock,~V., Smyth,~M., Suto,~H., Taylor,~T., Thompson,~D R., Wennberg,~P O., Wunch,~D., and Yung,~Y L.: The ACOS X$_\chemCO_2$ retrieval algorithm, Part~2: Global X$_\chemCO_2$ data characterization, Atmos. Meas. Tech. Discuss., 5, 1–60, http://dx.doi.org/10.5194/amtd-5-1-2012doi:10.5194/amtd-5-1-2012, 2012. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Foucher,~P Y., Chédin,~A., Armante,~R., Boone,~C., Crevoisier,~C., and Bernath,~P.: Carbon dioxide atmospheric vertical profiles retrieved from space observation using ACE-FTS solar occultation instrument, Atmos. Chem. Phys., 11, 2455–2470, http://dx.doi.org/10.5194/acp-11-2455-2011doi:10.5194/acp-11-2455-2011, 2011. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Houweling,~S., Breon,~F.-M., Aben,~I., Rödenbeck,~C., Gloor,~M., Heimann,~M., and Ciais,~P.: Inverse modeling of \chemCO_2 sources and sinks using satellite data: a~synthetic inter-comparison of measurement techniques and their performance as a~function of space and time, Atmos. Chem. Phys., 4, 523–538, http://dx.doi.org/10.5194/acp-4-523-2004doi:10.5194/acp-4-523-2004, 2004. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Kulawik,~S S., Osterman,~G., Jones,~D B A., and Bowman,~K W.: Calculation of altitude-dependent Tikhonov constraints for TES nadir retrievals, IEEE T. Geosci. Remote, 44(5), 1334–1342, 2006. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Kulawik,~S S., Bowman,~K W., Luo,~M., Rodgers,~C D., and Jourdain,~L.: Impact of nonlinearity on changing the a~priori of trace gas profile estimates from the Tropospheric Emission Spectrometer (TES), Atmos. Chem. Phys., 8, 3081–3092, http://dx.doi.org/10.5194/acp-8-3081-2008doi:10.5194/acp-8-3081-2008, 2008. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Kulawik,~S S., Jones,~D B A., Nassar,~R., Irion,~F W., Worden,~J R., Bowman,~K W., Machida,~T., Matsueda,~H., Sawa,~Y., Biraud,~S C., Fischer,~M L., and Jacobson,~A R.: Characterization of Tropospheric Emission Spectrometer (TES) \chemCO_2 for carbon cycle science, Atmos. Chem. Phys., 10, 5601–5623, http://dx.doi.org/10.5194/acp-10-5601-2010doi:10.5194/acp-10-5601-2010, 2010. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Machida,~T., Matsueda,~H., Sawa,~Y., Nakagawa,~Y., Hirotani,~K., Kondo,~N., Goto,~K., Nakazawa,~T., Ishikawa,~K., and Ogawa,~T.: Worldwide measurements of atmospheric \chemCO_2 and other trace gas species using commercial airlines, J. Atmos. Ocean. Technol., 25(10), 1744–1754, 2008. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Matsueda,~H., Inoue,~H Y., and Ishii,~M.: Aircraft observation of carbon dioxide at 8–13 km altitude over the Western Pacific from 1993 to 1999, Tellus B, 54(1), 1–21, 2002. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Matsueda,~H., Machida,~T., Sawa,~Y., Nakagawa,~Y., Hirotani,~K., Ikeda,~H., Kondo,~N., and Goto,~K.: Evaluation of atmospheric \chemCO_2 measurements from new flask air sampling of JAL airliner observation, Pap. Meteorol. Geophys., 59, 1–17, 2008. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Moore,~J K., Doney,~S C., and Lindsay,~K.: Upper ocean ecosystem dynamics and iron cycling in a~global three-dimensional model, Global Biogeochem. Cy., 18, GB4028, http://dx.doi.org/10.1029/2004GB002220doi:10.1029/2004GB002220, 2004. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Nassar,~R., Jones,~D B A., Kulawik,~S S., Worden,~J R., Bowman,~K W., Andres,~R J., Suntharalingam,~P., Chen,~J M., Brenninkmeijer,~C A M., Schuck,~T J., Conway,~T J., and Worthy,~D E.: Inverse modeling of CO&lt;sub&gt;2&lt;/sub&gt; sources and sinks using satellite observations of CO&lt;sub&gt;2&lt;/sub&gt; from TES and surface flask measurements, Atmos. Chem. Phys., 11, 6029–6047, http://dx.doi.org/10.5194/acp-11-6029-2011doi:10.5194/acp-11-6029-2011, 2011. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Nevison,~C., Mahowald,~N., Doney,~S., Lima,~I., van der Werf,~G., Randerson,~J., Baker,~D., Kasibhatla,~P., and McKinley,~G.: Contribution of ocean, fossil fuel, land biosphere and biomass burning carbon fluxes to seasonal and interannual variability in atmospheric \chemCO_2, J Geophys. Res., 113, G01010, http://dx.doi.org/10.1029/2007JG000408doi:10.1029/2007JG000408, 2008. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Olsen,~S C. and Randerson,~J T.: Differences between surface and column atmospheric \chemCO_2 and implications for carbon cycle research, J. Geophys. Res.-Atmos., 109, D0230, http://dx.doi.org/10.1029/2003JD003968doi:10.1029/2003JD003968, 2004. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Osterman,~G B., et~al.: Tropospheric Emission Spectrometer TES L2 Data User&apos;s Guide, Version 4.0, Pasadena, Jet Propulsion Laboratory/California Institute of Technology, 2009. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Rayner,~P J. and O&apos;Brien,~D M.: The utility of remotely sensed \chemCO_2 concentration data in surface source inversions, Geophys. Res. Lett., 28(1), 175–178, 2001. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Reuter,~M., Bovensmann,~H., Buchwitz,~M., Burrows,~J P., Connor,~B J., Deutscher,~N M., Griffith,~D W T., Heymann,~J., Keppel-Aleks,~G., Messerschmidt,~J., Notholt,~J., Petri,~C., Robinson,~J., Schneising,~O., Sherlock,~V., Velazco,~V., Warneke,~T., Wennberg,~P O., and Wunch,~D.: Retrieval of atmospheric \chemCO_2 with enhanced accuracy and precision from SCIAMACHY: validation with FTS measurements and comparison with model results, J. Geophys. Res.-Atmos., 116, D04301, http://dx.doi.org/10.1029/2010JD015047doi:10.1029/2010JD015047, 2011. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Riley,~W J., Biraud,~S C., Torn,~M S., Fischer,~M L., Billesbach,~D P., and Berry,~J A.: Regional \chemCO_2 and latent heat surface fluxes in the Southern Great Plains: measurements, modeling, and scaling, J. Geophys. Res.-Biogeosci., 114, D04301, http://dx.doi.org/10.1029/2010JD015047doi:10.1029/2010JD015047, 2009. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Rodgers,~C.: Inverse Methods for Atmospheric Sounding: Theory and Practice, World Scientific Publishing Co, Singapore, 2000. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Wofsy,~S C.. HIAPER Pole-to-Pole Observations (HIPPO): fine-grained, global-scale measurements of climatically important atmospheric gases and aerosols, Philos. T. R. Soc. A, 369(1943), 2073–2086, http://dx.doi.org/10.1098/rsta.2010.0313doi:10.1098/rsta.2010.0313, 2011. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Worden,~J., Kulawik,~S S., Shephard,~M W., Clough,~S A., Worden,~H., Bowman,~K., and Goldman,~A.. Predicted errors of tropospheric emission spectrometer nadir retrievals from spectral window selection, J. Geophys. Res.-Atmos., 109, D09308, http://dx.doi.org/10.1029/2004JD004522doi:10.1029/2004JD004522, 2004. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Yoshida,~Y., Ota,~Y., Eguchi,~N., Kikuchi,~N., Nobuta,~K., Tran,~H., Morino,~I., and Yokota,~T.: Retrieval algorithm for \chemCO_2 and \chemCH_4 column abundances from short-wavelength infrared spectral observations by the Greenhouse gases observing satellite, Atmos. Meas. Tech., 4, 717–734, http://dx.doi.org/10.5194/amt-4-717-2011doi:10.5194/amt-4-717-2011, 2011. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Zhang,~L., Jacob,~D J., Boersma,~K F., Jaffe,~D A., Olson,~J R., Bowman,~K W., Worden,~J R., Thompson,~A M., Avery,~M A., Cohen,~R C., Dibb,~J E., Flock,~F M., Fuelberg,~H E., Huey,~L G., McMillan,~W W., Singh,~H B., and Weinheimer,~A J.: Transpacific transport of ozone pollution and the effect of recent Asian emission increases on air quality in North America: an integrated analysis using satellite, aircraft, ozonesonde, and surface observations, Atmos. Chem. Phys., 8, 6117–6136, http://dx.doi.org/10.5194/acp-8-6117-2008doi:10.5194/acp-8-6117-2008, 2008. </mixed-citation>
</ref>
</ref-list>
</back>
</article>