<?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>GÃ¶ttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-10-4145-2010</article-id>
<title-group>
<article-title>Carbon source/sink information provided by column CO&lt;sub&gt;2&lt;/sub&gt; measurements from the Orbiting Carbon Observatory</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Baker</surname>
<given-names>D. F.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>BÃ¶sch</surname>
<given-names>H.</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>Doney</surname>
<given-names>S. C.</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>O&apos;Brien</surname>
<given-names>D.</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>Schimel</surname>
<given-names>D. S.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, MA 02543-1543, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Cooperative Institute for Research in the Atmosphere, Colorado State University, Fort Collins, CO 80523-1375, USA</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Department of Physics, University of Leicester, University Road, Leicester, LE1 7RH, UK</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>National Ecological Observatory Network, Inc., 5340 Airport Boulevard, Boulder, CO 80301, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>03</day>
<month>05</month>
<year>2010</year>
</pub-date>
<volume>10</volume>
<issue>9</issue>
<fpage>4145</fpage>
<lpage>4165</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/10/4145/2010/acp-10-4145-2010.html">This article is available from http://www.atmos-chem-phys.net/10/4145/2010/acp-10-4145-2010.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/10/4145/2010/acp-10-4145-2010.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/10/4145/2010/acp-10-4145-2010.pdf</self-uri>
<abstract>
<p>We quantify how well column-integrated CO&lt;sub&gt;2&lt;/sub&gt; measurements from the
Orbiting Carbon Observatory (OCO) should be able to constrain surface
CO&lt;sub&gt;2&lt;/sub&gt; fluxes, given the presence of various error sources.   We
use variational data assimilation to optimize weekly fluxes at a
2&amp;deg;&amp;times;5&amp;deg; resolution (lat/lon) using simulated data averaged across
each model grid box overflight (typically every ~33 s). Grid-scale
simulations of this sort have been carried out before for OCO using
simplified assumptions for the measurement error. Here, we more accurately
describe the OCO measurements in two ways. First, we use new estimates of
the single-sounding retrieval uncertainty and averaging kernel, both
computed as a function of surface type, solar zenith angle, aerosol optical
depth, and pointing mode (nadir vs. glint). Second, we collapse the
information content of all valid retrievals from each grid box crossing into
an equivalent multi-sounding measurement uncertainty, factoring in both
time/space error correlations and data rejection due to clouds and thick
aerosols. Finally, we examine the impact of three types of systematic
errors: measurement biases due to aerosols, transport errors, and mistuning
errors caused by assuming incorrect statistics.
&lt;br&gt;&lt;br&gt;
When only random measurement errors are considered, both nadir- and
glint-mode data give error reductions over the land of ~45% for the
weekly fluxes, and ~65% for seasonal fluxes. Systematic errors
reduce both the magnitude and spatial extent of these improvements by about
a factor of two, however. Improvements nearly as large are achieved over the
ocean using glint-mode data, but are degraded even more by the systematic
errors. Our ability to identify and remove systematic errors in both the
column retrievals and atmospheric assimilations will thus be critical for
maximizing the usefulness of the OCO data.</p>
</abstract>
<counts><page-count count="21"/></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">Baker, D. F., Law, R. M., Gurney, K. R., Rayner, P., Peylin, P., Denning, A. S., Bousquet, P., Bruhwiler, L., Chen, Y.-H., Ciais, P., Fung, I. Y., Heimann, M., John, J., Maki, T., Maksyutov, S., Masarie, K., Prather, M., Pak, B., Taguchi, S., and Zhu, Z.: TransCom3 inversion intercomparison: Impact of transport model errors on the interannual variability of regional CO&lt;sub&gt;2&lt;/sub&gt; fluxes, 1988â€“2003, Global Biogeochem. Cy., 20, GB1002, doi:10.1029/2004GB002439, 2006a. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Baker, D. F., Doney. S. C., and Schimel, D. S.: Variational data assimilation for atmospheric CO&lt;sub&gt;2&lt;/sub&gt;, Tellus B, 58(5), 359â€“365, doi:10.1111/j.1600-0889.2006.00218.x, 2006b. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Bloom, S., da Silva, A., Dee, D., Bosilovich, M., Chern, J.-D., Pawson, S., Schubert, S., Sienkiewicz, M., Stajner, I., Tan, W.-W., and Wu, M.-L.: Documentation and Validation of the Goddard Earth Observing System (GEOS) Data Assimilation System â€“ Version 4 NASA Technical Report Series on Global Modeling and Data Assimilation 104606, v26, 2005. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">BÃ¶sch, H., Baker, D., Connor, B., Crisp, D. and Miller, C.: Global Characterization of $X_\rm CO_2$ Retrievals from Shortwave-infrared Satellite Observations, in preparation, 2010. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Bousquet, P., Peylin, P., Ciais, P., Le Quere, C., Friedlingstein, P., and Tans, P.: Regional changes in carbon dioxide fluxes of land and oceans since 1980, Science, 290, 1342â€“1346, 2000. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Chang, F.-L. and Li, Z. Q.: A near-global climatology of single-layer and overlapped clouds and their optical properties retrieved from Terra/MODIS data using a new algorithm, J. Climate, 18(22), 4752â€“4771, 2005. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Chevallier, F., Fisher, M., Peylin, P., Serrar, S., Bousquet, P., BrÃ©on, F.-M., ChÃ©din, A., and Ciais, P.: Inferring CO&lt;sub&gt;2&lt;/sub&gt; sources and sinks from satellite observations: Method and application to TOVS data, J. Geophys. Res.-Atmos., 110(D24), D24309, doi:10.1029/2005JD006390, 2005a. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Chevallier, F., Engelen, R. J., and Peylin, P.: The contribution of AIRS data to the estimation of CO&lt;sub&gt;2&lt;/sub&gt; sources and sinks, Geophys. Res. Lett., 32(23), L23801, doi:10.1029/2005GL024229, 2005b. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Chevallier, F., Viovy, N., Reichstein, M., and Ciais, P.: On the assignment of prior errors in Bayesian inversions of CO&lt;sub&gt;2&lt;/sub&gt; surface fluxes, Geophys. Res. Lett., 33(13), L13802, doi:10.1029/2006GL026496, 2006. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Chevallier, F., Breon, F. M., and Rayner, P. J.: Contribution of the Orbiting Carbon Observatory to the estimation of CO&lt;sub&gt;2&lt;/sub&gt; sources and sinks: Theoretical study in a variational data assimilation framework, J. Geophys. Res.-Atmos., 112(D9), D09307, doi:10.1029/2006JD007375, 2007a. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Chevallier, F.: Impact of correlated observation errors on inverted CO&lt;sub&gt;2&lt;/sub&gt; surface fluxes from OCO measurements, Geophys. Res. Lett., 34(24), L24804, doi:10.1029/2007GL030463, 2007b. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Chevallier, F., Maksyutov, S., Bousquet, P., Breon, F.-M., Saito, R., Yoshida, Y., and Yokota, T.: On the accuracy of the CO&lt;sub&gt;2&lt;/sub&gt; surface fluxes to be estimated from the GOSAT observations, Geophys. Res. Lett., 36(19), L19807, doi:10.1029/2009GL040108, 2009. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</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.-Atmos., 113, D05305, doi:10.1029/2006JD008336, 2008. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Corbin, K. D, Denning, A. S., Lu, L., Wang, J. W., and Baker, I.: Possible representation errors in inversions of satellite CO&lt;sub&gt;2&lt;/sub&gt; retrievals, J. Geophys. Res.-Atmos., 113(D2), D02301, doi:10.1029/2007JD008716, 2008. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Crisp, D., Atlas, R. M., Breon, F.-M., Brown, L. R., Burrows, J. P., Ciais, P., Connor, B. J., Doney, S. C., Fung, I. Y., Jacob, D. J., Miller, C. E., O&apos;Brien, D., Pawson, S., Randerson, J. T., Rayner, P., Salawitch, R. J., Sander, S. P., Sen, B., Stephens, G. L., Tans, P. P., Toon, G. C., Wennberg, P. O., Wofsy, S. C., Yung, Y. L., Kuang, Z., Chudasama, B., Sprague, G., Weiss, B., Pollock, R., Kenyon, D., and Schroll, S.: The Orbiting Carbon Observatory (OCO) Mission, Adv. Space Res., 34, 700â€“709, 2004. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Doney, S. C., Lindsay, K., Fung, I., and John, J.: Natural variability in a stable 1000 year coupled climate-carbon cycle simulation, J. Climate, 19(13), 3033â€“3054, 2006. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Enting, I. G., Trudinger, C. M., Francey, R. J., and Granek, H.: A synthesis inversion of the concentration and $\delta ^13$C of atmospheric CO&lt;sub&gt;2&lt;/sub&gt;, Tellus B, 47, 35â€“52, 1995. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Feng, L., Palmer, P. I., BÃ¶sch, H., and Dance, S.: Estimating surface CO&lt;sub&gt;2&lt;/sub&gt; fluxes from space-borne CO&lt;sub&gt;2&lt;/sub&gt; dry air mole fraction observations using an ensemble Kalman Filter, Atmos. Chem. Phys., 9, 2619â€“2633, 2009. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Houweling, S., Breon, F.-M., Aben, I., RÃ¶denbeck, C., Gloor, M., Heimann, M., and Ciais, P.: Inverse modeling of CO&lt;sub&gt;2&lt;/sub&gt; 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, 523â€“538, 2004. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">IPCC: Climate Change 2007: The Physical Science Basis, Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Solomon, S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K. B., Tignor, M., and Miller, H. L., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, 996 pp., 2007. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Kawa, S. R., Erickson, D. J., Pawson, S., and Zhu, Z.: Global CO&lt;sub&gt;2&lt;/sub&gt; transport simulations using meteorological data from the NASA data assimilation system, J. Geophys. Res.-Atmos., 109(D18), D18312, doi:10.1029/2004JD004554, 2004. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Law, R. M., Peters, W., Rodenbeck, C., Aulagnier, C., Baker, I., Bergmann, D. J., Bousquet, P., Brandt, J., Bruhwiler, L., Cameron-Smith, P. J., Christensen, J. H., Delage, F., Denning, A. S., Fan, S., Geels, C., Houweling, S., Imasu, R., Karstens, U., Kawa, S. R., Kleist, J., Krol, M. C., Lin, S.-J., Lokupitiya, R., Maki, T., Maksyutov, S., Niwa, Y., Onishi, R., Parazoo, N., Patra, P. K., Pieterse, G., Rivier, L., Satoh, M., Serrar, S., Taguchi, S., Takigawa, M., Vautard, R., Vermeulen, A. T., and Zhu, Z: TransCom model simulations of hourly atmospheric CO&lt;sub&gt;2&lt;/sub&gt;: experimental overview and diurnal cycle results for 2002, Global Biogeochem. Cy., 22(3), GB3009, doi:10.1029/2007GB003050, 2008. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Lin, S.-J.: A vertically Lagrangian finite-volume dynamical core for global models, Mon. Weather Rev., 132, 2293â€“2307, 2004 </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Meirink, J. F., Bergamaschi, P., Frankenberg, C., d&apos;Amelio, M. T. S., Dlugokencky, E. J., Gatti, L. V., Houweling, S., Miller, J. B., RÃ¶ckmann, T., Villani, M. G., and Krol, M. C.: Four-dimensional Variational Data Assimilation for Inverse Modelling of Atmospheric Methane Emissions: 2. Analysis of SCIAMACHY Observations, J. Geophys. Res.-Atmos., 113(D17), doi:10.1029/2007JD009740, 2008. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Miller, C. E., Crisp, D., DeCola, P. L., Olsen, S. C., Randerson, J. T., Michalak, A. M., Alkhaled, A., Rayner, P., Jacob, D. J., Suntharalingam, P., Jones, D. B. A., Denning, A. S., Nicholls, M. E., Doney, S. C., Pawson, S., Boesch, H., Connor, B. J., Fung, I. Y., O&apos;Brien, D., Salawitch, R. J., Sander, S. P., Sen, B., Tans, P., Toon, G. C., Wennberg, P. O., Wofsy, S. C., Yung, Y. L., and Law, R. M.: Precision requirements for space-based X-CO&lt;sub&gt;2&lt;/sub&gt; data, J. Geophys. Res.-Atmos., 112(D10), D10314, doi:10.1029/2006JD007659, 2007. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Najjar, R. G., Jin, X., Louanchi, F., Aumont. O., Caldeira, K., Doney, S. C., Dutay, J.-C., Follows, M., Gruber, N., Joos, F., Lindsay, K., Maier-Reimer, E., Matear, R. J., Matsumoto, K., Monfray, P., Mouchet, A., Orr, J. C., Plattner, G.-K., Sarmiento, J. L., Schlitzer, R., Slater, R. D., Weirig, M.-F., Yamanaka, Y., and Yool, Y.: Impact of circulation on export production, dissolved organic matter, and dissolved oxygen in the ocean: Results from Phase II of the Ocean Carbon-cycle Model Intercomparison Project (OCMIP-2), Global Biogeochem. Cy., 21, GB3007, doi:10.1029/2006GB002857, 2007. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Olsen, S. C. and Randerson, J. T.: Differences between surface and column atmospheric CO&lt;sub&gt;2&lt;/sub&gt; and implications for carbon cycle research, J. Geophys. Res.-Atmos., 109(D2), D02301, doi:10.1029/2003JD003968, 2004. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Patra, P. K., Maksyutov, S., Ishizawa, M., Nakazawa, T., Takahashi, T., and Ukita, J.: Interannual and decadal changes in the sea-air CO&lt;sub&gt;2&lt;/sub&gt; flux from atmospheric CO&lt;sub&gt;2&lt;/sub&gt; inverse modeling, Global Biogeochem. Cy., 19, GB4013, doi:10.1029/2004GB002257, 2005. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Patra, P. K., Law, R. M., Peters, W., Rodenbeck, C., Takigawa, M., Aulagnier, C., Baker, I., Bergmann, D. J., Bousquet, P., Brandt, J., Bruhwiler, L., Cameron-Smith, P. J., Christensen, J. H., Delage, F., Denning, A. S., Fan, S., Geels, C., Houweling, S., Imasu, R., Karstens, U., Kawa, S. R., Kleist, J., Krol, M. C., Lin, S.-J., Lokupitiya, R., Maki, T., Maksyutov, S., Niwa, Y., Onishi, R., Parazoo, N., Pieterse, G., Rivier, L., Satoh, M., Serrar, S., Taguchi, S., Vautard, R., Vermeulen, A. T., and Zhu, Z.: TransCom model simulations of hourly atmospheric CO&lt;sub&gt;2&lt;/sub&gt;: analysis of synoptic scale variations for the period 2002â€“2003, Global Biogeochem. Cy., 22, 4, doi:10.1029/2007GB003081, 2008. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Peters, W., Miller, J. B., Whitaker, J., Denning, A. S., Hirsch, A., Krol, M. C., Zupanski, D., Bruhwiler, L., and Tans, P. P.: An ensemble data assimilation system to estimate CO&lt;sub&gt;2&lt;/sub&gt; surface fluxes from atmospheric trace gas observations, J. Geophys. Res.-Atmos., 110(D24), D24304, doi:10.1029/2005JD006157, 2005. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Peylin, P., Rayner, P. J., Bousquet, P., Carouge, C., Hourdin, F., Heinrich, P., Ciais, P., and AEROCARB contributors: Daily CO&lt;sub&gt;2&lt;/sub&gt; flux estimates over Europe from continuous atmospheric measurements: 1, inverse methodology, Atmos. Chem. Phys., 5, 3173â€“3186, 2005a. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Peylin, P., Bousquet, P., Le QuÃ©rÃ©, C., Sitch, S., Friedlingstein, P., McKinley, G., Gruber, N., Rayner, P., and Ciais, P.: Multiple constraints on regional CO&lt;sub&gt;2&lt;/sub&gt; flux variations over land and oceans, Global Biogeochem. Cy., 19(1), GB1011, doi:10.1029/2003GB002214, 2005b. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Pickett-Heaps, C. A., Rayner, P. J., Law, R. M., Bousquet, P., Peylin, P., Patra, P., Maksyutov, S., Marshall, J., Roedenbeck, C., Ciais, P., Langenfelds, R., Tans, P., Steele, P., and Francey, R.: Atmospheric CO&lt;sub&gt;2&lt;/sub&gt; inversion cross-validation using vertical profile measurements, J. Geophys. Res., submitted, 2010. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Randerson, J. T., Thompson, M. V., Conway, T. J., Fung, I. Y., and Field, C. B.: The contribution of terrestrial sources and sinks to trends in the seasonal cycle of atmospheric carbon dioxide, Global Biogeochem. Cy., 11, 535â€“560, 1997. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Rayner, P. J. and O&apos;Brien, D.: The utility of remotely sensed CO&lt;sub&gt;2&lt;/sub&gt; concentration data in surface source inversions, Geophys. Res. Lett., 28, 175â€“178, 2001. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Rayner, P. J., Scholze, M., Knorr, W., Kaminski, T., Giering, R., and Widmann, H.: Two decades of terrestrial carbon fluxes from a carbon cycle data assimilation system (CCDAS), Global Biogeochem. Cy., 19, GB2026, doi:10.1029/2004GB002254, 2005. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Rayner P. J., Law, R. M., Allison, C. E., Francey, R. J., Trudinger, C. M., and Pickett-Heaps, C.: Interannual variability of the global carbon cycle (1992â€“2005) inferred by inversion of atmospheric CO&lt;sub&gt;2&lt;/sub&gt; and $\delta ^13$CO&lt;sub&gt;2&lt;/sub&gt; measurements, Global Biogeochem. Cy., 22, GB3008, doi:10.1029/2007GB003068, 2008. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">RÃ¶denbeck, C., Houweling, S., Gloor, M., and Heimann, M.: CO&lt;sub&gt;2&lt;/sub&gt; flux history 1982â€“2001 inferred from atmospheric data using a global inversion of atmospheric transport, Atmos. Chem. Phys., 3, 1919â€“1964, 2003. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">RÃ¶denbeck, C.: Estimating CO&lt;sub&gt;2&lt;/sub&gt; sources and sinks from atmospheric mixing ratio measurements using a global inversion of atmospheric transport, Max-Planck-Institut fûr Biogeochemie: Technical Paper 6, 2005. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Sitch, S., Smith, B., Prentice, I. C., Arneth, A., Bondeau, A., Cramer, W., Kaplan, J. O., Levis, S., Lucht, W., Sykes, M. T., Thonicke, K., and Venevsky, S.: Evaluation of ecosystem dynamics, plant geography and terrestrial carbon cycling in the LPJ dynamic global vegetation model, Glob. Change Biol., 9(2), 161â€“185, 2003. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Takahashi, T., Wanninkhof, R. H., Feely, R. A., Weiss, R. F., Chipman, D. W., Bates, N., Olafsson, J., Sabine, C., and Sutherland, S. C.: Net sea-air CO&lt;sub&gt;2&lt;/sub&gt; flux over the global oceans: an improved estimate based on the sea-air pCO&lt;sub&gt;2&lt;/sub&gt; difference, in: Proceedings of the 2nd International Symposium: CO&lt;sub&gt;2&lt;/sub&gt; in the Oceans, the 12th Global Environmental Tsukuba, 18â€“22 January 1999, Tsukuba Center of Institutes, Y. Nojiri, ed., Natl. Inst. for Envir. Studies, Envir. Agency of Japan, 1999. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Zupanski, D., Denning, A. S., Uliasz, M., Zupanski, M., Schuh, A. E., Rayner, P. J., Peters, W., and Corbin, K. D.: Carbon flux bias estimation employing maximum likelihood ensemble filter (MLEF), J. Geophys. Res.-Atmos., 112(D17), D17017, doi:10.1029/2006JD008371, 2007. </mixed-citation>
</ref>
</ref-list>
</back>
</article>