<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<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-11-6493-2011</article-id>
<title-group>
<article-title>The impact of orbital sampling, monthly averaging and vertical resolution on climate chemistry model evaluation with satellite observations</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Aghedo</surname>
<given-names>A. M.</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>Bowman</surname>
<given-names>K. W.</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>Shindell</surname>
<given-names>D. T.</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>Faluvegi</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>NASA Goddard Institute for Space Studies, New York, NY, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>08</day>
<month>07</month>
<year>2011</year>
</pub-date>
<volume>11</volume>
<issue>13</issue>
<fpage>6493</fpage>
<lpage>6514</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/11/6493/2011/acp-11-6493-2011.html">This article is available from http://www.atmos-chem-phys.net/11/6493/2011/acp-11-6493-2011.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/11/6493/2011/acp-11-6493-2011.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/11/6493/2011/acp-11-6493-2011.pdf</self-uri>
<abstract>
<p>Ensemble climate model simulations used for the Intergovernmental Panel on
Climate Change (IPCC) assessments have become important tools for exploring
the response of the Earth System to changes in anthropogenic and natural
forcings. The systematic evaluation of these models through global satellite
observations is a critical step in assessing the uncertainty of climate
change projections. This paper presents the technical steps required for
using nadir sun-synchronous infrared satellite observations for multi-model
evaluation and the uncertainties associated with each step. This is motivated
by need to use satellite observations to evaluate climate models. We
quantified the implications of the effect of satellite orbit and spatial
coverage, the effect of variations in vertical sensitivity as quantified by
the observation operator and the impact of averaging the operators for use
with monthly-mean model output. We calculated these biases in ozone, carbon
monoxide, atmospheric temperature and water vapour by using the output from
two global chemistry climate models (ECHAM5-MOZ and GISS-PUCCINI) and the
observations from the Tropospheric Emission Spectrometer (TES) instrument on
board the NASA-Aura satellite from January 2005 to December 2008.
&lt;br&gt;&lt;br&gt;
The results show that sampling and monthly averaging of the observation
operators produce zonal-mean biases of less than ±3 % for ozone and
carbon monoxide throughout the entire troposphere in both models. Water
vapour sampling zonal-mean biases were also within the insignificant range of
±3 % (that is ±0.14 g kg&lt;sup&gt;−1&lt;/sup&gt;) in both models. Sampling led to a
temperature zonal-mean bias of ±0.3 K over the tropical and mid-latitudes
in both models, and up to −1.4 K over the boundary layer in the higher
latitudes. Using the monthly average of temperature and water vapour
operators lead to large biases over the boundary layer in the
southern-hemispheric higher latitudes and in the upper troposphere,
respectively. Up to 8 % bias was calculated in the upper troposphere water
vapour due to monthly-mean operators, which may impact the detection of water
vapour feedback in response to global warming. Our results reveal the
importance of using the averaging kernel and the a priori profiles to account
for the limited vertical resolution and clouds of a nadir observation during
model application. Neglecting the observation operators resulted in large
biases, which are more than 60 % for ozone, ±30 % for carbon monoxide,
and range between −1.5 K and 5 K for atmospheric temperature, and between
−60 % and 100 % for water vapour.</p>
</abstract>
<counts><page-count count="22"/></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"> Aghedo, A. M.: The impact of African air pollution: a global chemistry climate model study, PhD thesis, University of Hamburg, 2007. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Aghedo, A. M., Schultz, M. G., and Rast, S.: The influence of African air pollution on regional and global tropospheric ozone, Atmos. Chem. Phys., 7, 1193–1212, http://dx.doi.org/10.5194/acp-7-1193-2007doi:10.5194/acp-7-1193-2007, 2007. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Aghedo, A. M., Bowman, K. W., Worden, H. M., Kulawik, S. S., Shindell, D. T., Lamarque, J. F., Faluvegi, G., Parrington, M., Jones, D. B. A., and Rast, S.: The vertical distribution of ozone instantaneous radiative forcing from satellite and chemistry climate models, J. Geophys. Res., 116, D01305, http://dx.doi.org/10.1029/2010JD014243doi:10.1029/2010JD014243, 2011. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Allen, D., Pickering, K., and Fox-Rabinovitz, M.: Evaluation of pollutant outﬂow and CO sources during TRACE-P using model-calculated, aircraft-based, and Measurements of Pollution In The Troposphere (MOPITT)-derived CO concentrations, J. Geophys. Res., 109, D15S03, http://dx.doi.org/10.1029/2003JD004250doi:10.1029/2003JD004250, 2004. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Beer, R., Glavich, T., and Rider, D.: Tropospheric Emission Spectrometer for the Earth Observing System&apos;s Aura satellite, Appl. Opt., 40, 2356–2367, 2001. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Bian, H., and Prather, M.: Fast-J2: Accurate simulations of photolysis in global climate models, J. Atmos. Chem., 41, 281–296, 2002. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Bodas-Salcedo, A., Webb, M. J., Bony, S., Chepfer, H., Dufresne, J. L., Klein, S., Zhang, Y., Marchand, R., Haynes, J. M., Pincus, R., and John, V. O.: COSP: satellite simulation software for model assessment, B. Am. Meteorol. Soc., http://dx.doi.org/10.1175/2011BAMS2856.1doi:10.1175/2011BAMS2856.1, in press, 2011. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Bowman, K. W., Worden, J., Steck, T., Worden, H. M., Clough, S., and Rodgers, C.: Capturing time and vertical variability of tropospheric ozone: A study using TES nadir retrievals, J. Geophys. Res., 107(D23), 4723, http://dx.doi.org/10.1029/2002JD002150doi:10.1029/2002JD002150, 2002. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</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(5), 1295–1307, 2006. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Butkovskaya, N., Kukui, A., and Le Bras, G.: HNO&lt;sub&gt;3&lt;/sub&gt; Forming Channel of the HO&lt;sub&gt;2&lt;/sub&gt; + NO Reaction as a Function of Pressure and Temperature in the Ranges of 72–600 Torr and 223–323 K J. Phys. Chem., A, 111, 9047–9053, 2007. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Chin, M., Chu, A., Levy, R., Remer, L., Kaufman, Y., Holben, B., Eck, T., Ginoux, P., and Gao, Q.: Aerosol distribution in the northern hemisphere during ace-asia: Results from global model, satellite observations, and sun photometer measurements, J. Geophys. Res., 109, D23S90, http://dx.doi.org/10.1029/2004JD004829doi:10.1029/2004JD004829, 2004. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Clough, S. A., Worden, J. R., Brown, P. D., Shephard, M. W., Rinsland, C. P., and Beer, R.: Retrieval of tropospheric ozone from simulations of nadir spectral radiances from space, J. Geophys. Res., 107(D21), 4589, http://dx.doi.org/10.1029/2001JD001307doi:10.1029/2001JD001307, 2002. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Clough, S., Shepard, M., Worden, J. R., Brown, P. D., Worden, H. M., Lou, M., Rodgers, C., Rinsland, C., Goldman, A., Brown, L., Eldering, A., Kulawik, S. S., Cady-Pereira, K., Osterman, G., and Beer, R.: Forward Model and Jacobians for Tropospheric Emission Spectrometer retrievals, IEEE T. Geosci. Remote, 44(5), 1308–1323, 2006. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Dentener, F., Drevet, J., Lamarque, J. F., Bey, I., Eickhout, B., Fiore, A. M., Hauglustaine, D., Horowitz, L. W., Krol, M., Kulshrestha, U. C., Lawrence, M., Galy-Lacaux, C., Rast, S., Shindell, D., Stevenson, D., Van Noije, T., Atherton, C., Bell, N., Bergman, D., Butler, T., Cofala, J., Collins, B., Doherty, R., Ellingsen, K., Galloway, J., Gauss, M., Montanaro, V., Muüller, J. F., Pitari, G., Rodriguez, J., Sanderson, M., Solmon, F., Strahan, S., Schultz, M., Sudo, K., Szopa, S., and Wild, O.: Nitrogen and Sulphur Deposition on regional and global scales: a multi-model evaluation, Global Biogeochem. Cy., 20, GB4003, http://dx.doi.org/10.1029/2005GB002672doi:10.1029/2005GB002672, 2006. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Fishman, J., Bowman, K. W., Burrows, J. P., Richter, A., Chance, K. V., Edwards, D. P., Martin, R. V., Morris, G. A., Pierce, R. B., Ziemke, J. R., Al-Saadi, J. A., Creilson, J. K., Schaack, T. K., and Thompson, A. M.: Remote sensing of tropospheric pollution from space, B. Am. Meteorol. Soc., 89(6), 805–821, 2008. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Forster, P., Ramaswamy, V., Artaxo, P., Berntsen, T., Betts, R., Fahey, D., Haywood, J., Lean, J., Lowe, D., Myhre, G., Nganga, J., Prinn, R., Raga, G., Schulz, M., and Dorland, R. V.: Climate Change 2007: The Physical Science Basis, Contribution of Working Group I to the Fourth Assessment Report of the Inter-governmental Panel on Climate Change, Chapter 2: Changes in Atmospheric Constituents and in Radiative Forcing, 131–217, Cambridge University Press, 2007. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Ganzeveld, L.: Surface-Atmosphere Trace Gas and Aerosol Exchanges on the Global Scale, PhD thesis, University of Utrecht, The Netherlands, 2001. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Gery, M., Whitten, G., Killus, J., and Dodge, M.: A photochemical kinetics mechanism for urban and regional scale computer modeling, J. Geophys. Res., 94, 12925–12956, 1989. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Grewe,~V., Brunner,~D., Dameris,~M., Grenfell,~J L., Hein,~R., Shindell,~D., and Staehelin,~J., Origin and variability of upper tropospheric nitrogen oxides and ozone at northern mid-latitudes, Atmos. Environ., 35, 3421–3433, 2001. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Guenther, A., Karl, T., Harley, P., Wiedinmyer, C., Palmer, P. I., and Geron, C.: Estimates of global terrestrial isoprene emissions using MEGAN (Model of Emissions of Gases and Aerosols from Nature), Atmos. Chem. Phys., 6, 3181–3210, http://dx.doi.org/10.5194/acp-6-3181-2006doi:10.5194/acp-6-3181-2006, 2006. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Hanson, D. and Mauersberger, K.: Laboratory studies of the nitric acid tridydrate: Implications for the south polar stratosphere, Geophys. Res. Lett., 15, 855–858, 1988. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Ho, S.-P., Edwards, D. P., Gille, J. C., Luo, M., Osterman, G. B., Kulawik, S. S., and Worden, H.: A global comparison of carbon monoxide profiles and column amounts from Tropospheric Emission Spectrometer (TES) and Measurements of Pollution in the Troposphere (MOPITT), J. Geophys. Res., 114, D21307, http://dx.doi.org/10.1029/2009JD012242doi:10.1029/2009JD012242, 2009. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Horowitz, L. W., Walters,~S., Mauzerall,~D L., Emmons,~L K., Rasch,~P J., Granier,~C., Tie, X., Lamarque, J.-F., Schultz, M. G., Tyndall, G. S., Orlando, J. J., and Brasseur, G. P.: A global simulation of tropospheric ozone and related tracers: Description and evaluation of MOZART, version 2, J. Geophys. Res., 108(D24), 4784, http://dx.doi.org/10.1029/2002JD002853doi:10.1029/2002JD002853, 2003. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Houweling, S., Dentener, F., and Lelieveld, J.: The impact of non-methane hydrocarbon compounds on tropospheric photochemistry, J. Geophys. Res., 103, 10673–10696, 1998. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Jeuken, A. B. M., Siegmund, P. C., Heijboer, L. C., Feichter, J., and Bengtson, L.: On the potential of assimilating meteorological analysis in a climate model for the purpose of model validation, J. Geophys. Res., 101, 16939–16950, 1996. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Jones, D. B. A., Bowman, K. W., Palmer, P. I., Worden, J. R., Jacob, D. J., Hoffman, R. N., Bey, I., and Yantosca, R. M.: Potential of observations from the Tropospheric Emission Spectrometer to constrain continental sources of carbon monoxide, J. Geophys. Res.-Atmos., 108(D24), 4789, http://dx.doi.org/10.1029/2003JD003702doi:10.1029/2003JD003702, 2003. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Jones, D. B. A., Bowman, K. W., Logan, J. A., Heald, C. L., Liu, J., Luo, M., Worden, J., and Drummond, J.: The zonal structure of tropical O&lt;sub&gt;3&lt;/sub&gt; and CO as observed by the Tropospheric Emission Spectrometer in November 2004 – Part 1: Inverse modeling of CO emissions, Atmos. Chem. Phys., 9, 3547–3562, http://dx.doi.org/10.5194/acp-9-3547-2009doi:10.5194/acp-9-3547-2009, 2009. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Kalnay, E., Kanamitsu, M., Kistler, R., Collins, W., Deaven, D., Gandin, L., Iredell, M., Saha, S., White, G., Woollen, J., Zhu, Y., Chellah, M., Ebisuzaki, W., Higgins, W., Janowiak, J., Mo, K. C., Ropelewski, C., Wang, J., Leetma, A., Reynolds, R., Jenne, R., and Joseph, D.: The NCEP/NCAR 40-year reanalysis project, B. Am. Meteorol. Soc., 77, 437–471, 1996. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Klein, S. A. and Jakob, C.: Validation and sensitivities of frontal clouds simulated by the ecmwf model, Mon. Weather Rev., 127(10), 2514–2531, 1999. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Kulawik, S. S., Worden, J., Eldering, A., Bowman, K., Gunson, M., Osterman, G. B., Zhang, L., Clough, S., Shephard, M. W., and Beer, R.: Implementation of cloud retrievals for Tropospheric Emission Spectrometer (TES) atmospheric retrievals: part 1. Description and characterization of errors on trace gas retrievals, J. Geophys. Res., 111, D24204, http://dx.doi.org/10.1029/2005JD006733doi:10.1029/2005JD006733, 2006. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Lamarque, J.-F., Bond, T. C., Eyring, V., Granier, C., Heil, A., Klimont, Z., Lee, D., Liousse, C., Mieville, A., Owen, B., Schultz, M. G., Shindell, D., Smith, S. J., Stehfest, E., Van Aardenne, J., Cooper, O. R., Kainuma, M., Mahowald, N., McConnell, J. R., Naik, V., Riahi, K., and van Vuuren, D. P.: Historical (1850–2000) gridded anthropogenic and biomass burning emissions of reactive gases and aerosols: methodology and application, Atmos. Chem. Phys., 10, 7017–7039, http://dx.doi.org/10.5194/acp-10-7017-2010doi:10.5194/acp-10-7017-2010, 2010. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Luo, M., Beer, R., Jacob, D. J., Logan, J. A., and Rodgers, C. D.: Simulated observation of tropospheric ozone and CO with the Tropospheric Emission Spectrometer (TES) satellite instrument, J. Geophys. Res., 107(D15), 1–10, http://dx.doi.org/10.1029/2001JD000804doi:10.1029/2001JD000804, 2002. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Luo, M., Rinsland, C., Fisher, B., Sachse, G., Diskin, G., Logan, J., Worden, H., Kulawik, S., Osterman, G., Eldering, A., Herman, R., and Shephard, M.: TES carbon monoxide validation with DACOM aircraft measurements during INTEX-B 2006, J. Geophys. Res., 112, D24S48, http://dx.doi.org/10.1029/2007JD008803doi:10.1029/2007JD008803, 2007. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Madronich, S. and Flocke, S.: The role of solar radiation in atmospheric chemistry, in: Handbook of Environmental Chemistry, edited by: Boule, P., vol 2, Part 1, Springer-Verlag, 1–26, 1999. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Nassar, R., Logan, J., Worden, H., Megretskaia, I. A., Bowman, K., Osterman, G., Thompson, A. M., Tarasick, D. W., Austin, S., Claude, H., Dubey, M. K., Hocking, W. K., Johnson, B. J., Joseph, E., Merrill, J., Morris, G. A., Newchurch, M., Oltmans, S. J., Posny, F., and Schmidlin, F.: Validation of Tropospheric Emission Spectrometer (TES) nadir ozone profiles using ozonesonde measurements, J. Geophys. Res., 113, D15S17, http://dx.doi.org/10.1029/2007JD008819doi:10.1029/2007JD008819, 2008. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</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 CO2 from TES and surface flask measurements, Atmos. Chem. Phys. Discuss., 11, 4263–4311, http://dx.doi.org/10.5194/acpd-11-4263-2011doi:10.5194/acpd-11-4263-2011, 2011. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Osterman, G., Kulawik, S., Worden, H., Richards, N., Fisher, B., Eldering, A., Shephard, M., Froidevaux, L., Labow, G., Luo, M., Herman, R., and Bowman, K.: Validation of tropospheric emission spectrometer (TES) measurements of the total, stratospheric and tropospheric column abundance of ozone, J. Geophys. Res., 113, D15S16, http://dx.doi.org/10.1029/2007JD008801doi:10.1029/2007JD008801, 2008. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Osterman, G., Bowman, K., Eldering, A., Fisher, B., Herman, R., Jacob, D., Jourdain, L., Kulawik, S., Luo, M., Monarrez, R., Paradise, S., Payne, V., Poosti, S., Richards, N., Rider, D., Shepard, D., Shephard, M., Vilnrotter, F., Worden, H., Worden, J., Yun, H., and Zhang, L.: Tropospheric Emission Spectrometer (TES) L2 Data User&apos;s Guide, Technical Report D-38042 version 4.0, Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, 2009. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Parrington, M., Jones, D. B. A., Bowman, K. W., Horowitz, L. W., Thompson, A. M., Tarasick, D. W., and Witte, J. C.: Estimating the summertime tropospheric ozone distribution over North America through assimilation of observations from the Tropospheric Emission Spectrometer, J. Geophys. Res., 113, D18307, http://dx.doi.org/10.1029/2007JD009341doi:10.1029/2007JD009341, 2008. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Pickering, K. E., Wang, Y., Tao, W., Price, C., and Mu\&quot;ller, J.-F.: Vertical distributions of lightning NOx for use in regional and global chemical transport models, J. Geophys. Res., 103(D23), 31203–31216, 1998. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Prather, M. J.: Numerical advection by conservation of second-order moments, J. Geophys. Res., 91, 6671–6681, 1986. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Randel, W. J. and Wu, F.: A stratospheric ozone trends data set for global modeling studies, Geophys. Res. Lett., 26(20), 3089–3092, 1999. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Rayner, N. A., Parker, D. E., Horton, E. B., Folland, C. K., Alexander, L. V., Rowell, D. P., Kent, E. C., and Kaplan, A.: Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century, J. Geophys. Res., 108(D14), http://dx.doi.org/10.1029/2002JD002670doi:10.1029/2002JD002670, 2003. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Richards, N. A. D., Osterman, G. B., Browell, E. V., Hair, J. W., Avery, M., and Li, Q.: Validation of Tropospheric Emission Spectrometer ozone profiles with aircraft observations during the Intercontinental Chemical Transport Experiment-B, J. Geophys. Res., 113, D16S29, http://dx.doi.org/10.1029/2007JD008815doi:10.1029/2007JD008815, 2008. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Rodgers, C. D.: Inverse Methods for Atmospheric Sounding: Theory and Practice, World Sci., River Edge, NJ, 2000. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Roeckner, E., B Bäuml, G., Bonaventura, L., Brokopf, R., Esch, M., Giorgetta, M., Hagemann, S., Kirchner, I., Kornblueh, L., Manzini, E., Rhodin, A., Schlese, U., Schulzweida, U., and Thompkins, A.: The atmospheric general circulation model ECHAM5, part I: Model description, Max Planck Institute for Meteorology, Report No 349, 2003. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Sander, S. P., Friedl, R. R., DeMore, W. B., Ravishankara, A. R., Golden, D. M., Kolb, C. E., Kurylo, M. J., Hampson, R. F., Huie, R. E., Molina, M. J., and Moortgat, G. K.: Chemical kinetics and photochemical data for use in stratospheric modeling, Eval. 13, JPL Publ. 00–003, 2000. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Sayer, A. M., Thomas, G. E., Palmer, P. I., and Grainger, R. G.: Some implications of sampling choices on comparisons between satellite and model aerosol optical depth fields, Atmos. Chem. Phys., 10, 10705–10716, http://dx.doi.org/10.5194/acp-10-10705-2010doi:10.5194/acp-10-10705-2010, 2010. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Schmidt, G. A., Ruedy, R., Hansen, J. E., Aleinov, I., Bell, N., Bauer, M., Bauer, S., Cairns, B., Canuto, V., Cheng, Y., Del Genio, A., Faluvegi, G., Friend, A. D., Hall, T. M., Hu, Y., Kelley, M., Kiang, N. Y., Koch, D., Lacis, A. A., Lerner, J., Lo, K. K., Miller, R. L., Nazarenko, L., Oinas, V., Perlwitz, J., Rind, D., Romanou, A., Russell, G. L., Sato, M., Shindell, D. T., Stone, P. H., Sun, S., Tausnev, N., Thresher, D., and Yao, M.-S.: Present day atmospheric simulations using GISS ModelE: Comparison to in-situ, satellite and reanalysis data, J. Clim., 19, 153–192, 2006. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Schultz, M., Rast, S., van het Bolscher, M., Pulles, T., Brand, R., Pereira, J., Mota, B., Spessa, A., Dals\o ren, S., van Nojie, T., and Szopa, S.: Emission data sets and methodologies for estimating emissions, RETRO project report D1-6, Hamburg, available at: http://retro.enes.org/reports/D1-6_final.pdf, 2007. </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Shephard, M. W., Worden, H. M., Cady-Pereira, K. E., Lampel, M., Luo, M., Bowman, K. W., Sarkissian, E., Beer, R., Rider, D. M., Tobin, D. C., Revercomb, H. E., Fisher, B. M., Tremblay, D., Clough, S. A., Osterman, G. B., and Gunson, M.: Tropospheric Emission Spectrometer nadir spectral radiance comparisons, J. Geophys. Res., 113, D15S05, http://dx.doi.org/10.1029/2007JD008856doi:10.1029/2007JD008856, 2008a. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple"> Shephard, M. W., Herman, R. L., Fisher, B. M., Cady-Pereira, K. E., Clough, S. A., Payne, V. H., Whiteman, D. N., Comer, J. P., Vömel, H., Miloshevich, L. M., Forno, R., Adam, M., Osterman, G. B., Eldering, A., Worden, J. R., Brown, L. R., Worden, H. M., Kulawik, S. S., Rider, D. M., Goldman, A., Beer, R., Bowman, K. W., Rodgers, C. D., Luo, M., Rinsland, C. P., Lampel, M., and Gunson, M. R.: Comparison of Tropospheric Emission Spectrometer nadir water vapor retrievals with in situ measurements, J. Geophys. Res., 113, D15S24, http://dx.doi.org/10.1029/2007JD008822doi:10.1029/2007JD008822, 2008b. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Shindell, D. T., Faluvegi, G., Stevenson, D. S., Krol, M. C., Emmons, L. K., Lamarque, J. F., Pétron, G., Dentener, F. J., Ellingsen, K., Schultz, M. G., Wild, O., Amann, M., Atherton, C. S., Bergmann, D. J., Bey, I., Butler, T., Cofala, J., Collins, W. J., Derwent, R. G., Doherty, R. M., Drevet, J., Eskes, H. J., Fiore, A. M., Gauss, M., Hauglustaine, D. A., Horowitz, L. W., Isaksen, I. S. A., Lawrence, M. G., Montanaro, V., Müller, J. F., Pitari, G., Prather, M. J., Pyle, J. A., Rast, S., Rodriguez, J. M., Sanderson, M. G., Savage, N. H., Strahan, S. E., Sudo, K., Szopa, S., Unger, N., van Noije, T. P. C., and, Zeng G.: Multi-model simulations of carbon monoxide: Comparison with observations and projected near-future changes, J. Geophys. Res., 111, D19306, http://dx.doi.org/10.1029/2006JD007100doi:10.1029/2006JD007100, 2006a. </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Shindell, D. T., Faluvegi, G., Unger, N., Aguilar, E., Schmidt, G. A., Koch, D. M., Bauer, S. E., and Miller, R. L.: Simulations of preindustrial, present-day, and 2100 conditions in the NASA GISS composition and climate model G-PUCCINI, Atmos. Chem. Phys., 6, 4427–4459, http://dx.doi.org/10.5194/acp-6-4427-2006doi:10.5194/acp-6-4427-2006, 2006. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple"> Shindell, D. T., Lamarque, J. F., and AC&amp;C &quot;Scenarios&quot; team: Atmospheric Chemistry &amp; Climate Model Intercomparison Project (ACC-MIP), IGACtivities Newsletter of the International Global Atmospheric Chemistry Project, Issue 41, May 2009. </mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> Soden, B. J. and Bretherton, F. P.: Evaluation of water vapor distribution in general circulation models using satellite observations, J. Geophys. Res., 99(D1), 1187–1210, http://dx.doi.org/10.1029/93JD02912doi:10.1029/93JD02912, 1994. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Soden, B. J. and Held, I. M.: An assessment of climate feedbacks in coupled ocean–atmosphere models, J. Clim., 19(14), 3354–3360, 2006. </mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple"> Stevenson, D. S., Dentener, F. J., Schultz, M. G., Ellingsen, K., van Noije, T. P. C., Wild, O., Zeng, G., Amann, M., Atherton, C. S., Bell, N., Bergmann, D. J., Bey, I., Butler, T., Cofala, J., Collins, W. J., Derwent, R. G., Doherty, R. M., Drevet, J., Eskes, H. J., Fiore, A. M., Gauss, M., Hauglustaine, D. A., Horowitz, L. W., Isaksen, I. S. A., Krol, M. C., Lamarque, J. F., Lawrence, M. G., Montanaro, V., Mueller, J. F., Pitari, G., Prather, M. J., Pyle, J. A., Rast, S., Rodriguez, J. M., Sanderson, M. G., Savage, N. H., Shindell, D. T., Strahan, S. E., Sudo, K., and Szopa, S.: Multi-model ensemble simulations of present-day and near-future tropospheric ozone, J. Geophys. Res., 111, D08301, http://dx.doi.org/10.1029/2005JD006338doi:10.1029/2005JD006338, 2006. </mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple"> Stier, P., Feichter, J., Kinne, S., Kloster, S., Vignati, E., Wilson, J., Ganzeveld, L., Tegen, I., Werner, M., Balkanski, Y., Schulz, M., Boucher, O., Minikin, A., and Petzold, A.: The aerosol-climate model ECHAM5-HAM, Atmos. Chem. Phys., 5, 1125–1156, http://dx.doi.org/10.5194/acp-5-1125-2005doi:10.5194/acp-5-1125-2005, 2005. </mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple"> Voulgarakis, A., Telford, P. J., Aghedo, A. M., Braesicke, P., Faluvegi, G., Abraham, N. L., Bowman, K. W., Pyle, J. A., and Shindell, D. T.: Global multi-year O&lt;sub&gt;3&lt;/sub&gt;-CO correlation patterns from models and TES satellite observations, Atmos. Chem. Phys. Discuss., 11, 5079–5125, http://dx.doi.org/10.5194/acpd-11-5079-2011doi:10.5194/acpd-11-5079-2011, 2011. </mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple"> Worden, H. M., Logan, J. A., Worden, J. R., Beer, R., Bowman, K., Clough, S. A., Eldering, A., Fisher, B. M., Gunson, M. R., Herman, R. L., Kulawik, S. S., Lampel, M. C., Luo, M., Megretskaia, I. A., Osterman, G. B., and Shephard, M.: Comparisons of Tropospheric Emission Spectrometer (TES) ozone profiles to ozonesondes: methods and initial results, J. Geophys. Res., 112, D03309, http://dx.doi.org/10.1029/2006JD007258doi:10.1029/2006JD007258, 2007. </mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple"> Worden, H., Bowman, K., Kulawik, S., and Aghedo, A.: Sensitivity of outgoing longwave radiative flux to the global vertical distribution of ozone characterized by instantaneous radiative kernels from Aura-TES, J. Geophys. Res., http://dx.doi.org/10.1029/2010JD015101doi:10.1029/2010JD015101, in press, 2011. </mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple"> Worden, J., Kulawik, S. S., Shepard, M., Clough, S., Worden, H., Bowman, K., and Goldman, A.: Predicted errors of Tropospheric Emission Spectrometer nadir retrievals from spectral window selection, J. Geophys. Res., 109, D09308, http://dx.doi.org/10.1029/2004JD004522doi:10.1029/2004JD004522, 2004. </mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple"> Worden, J., Jones, D. B. A., Liu, J., Parrington, M., Bowman, K., Stajner, I., Beer, R., Jiang, J., Thouret, V., Kulawik, S., Li, J.-L. F., Verma, S., and Worden, H.: Observed vertical distribution of tropospheric ozone during the Asian summertime monsoon, J. Geophys. Res., 114, D13304, http://dx.doi.org/10.1029/2008JD010560doi:10.1029/2008JD010560, 2009. </mixed-citation>
</ref>
</ref-list>
</back>
</article>