<?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-10-1249-2010</article-id>
<title-group>
<article-title>Inverse modeling of European CH&lt;sub&gt;4&lt;/sub&gt; emissions: sensitivity to the observational network</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Villani</surname>
<given-names>M. G.</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>Bergamaschi</surname>
<given-names>P.</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>Krol</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Meirink</surname>
<given-names>J. F.</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>Dentener</surname>
<given-names>F.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>European Commission, Joint Research Centre, Institute for Environment and Sustainability, 21027 Ispra (VA), Italy</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Wageningen University and Research Centre, Wageningen, The Netherlands</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Institute for Marine and Atmospheric Research Utrecht (IMAU), Utrecht, The Netherlands</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>SRON Netherlands Institute for Space Research, Utrecht, The Netherlands</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Royal Netherlands Meteorological Institute, De Bilt, The Netherlands</addr-line>
</aff>
<pub-date pub-type="epub">
<day>05</day>
<month>02</month>
<year>2010</year>
</pub-date>
<volume>10</volume>
<issue>3</issue>
<fpage>1249</fpage>
<lpage>1267</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/10/1249/2010/acp-10-1249-2010.html">This article is available from http://www.atmos-chem-phys.net/10/1249/2010/acp-10-1249-2010.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/10/1249/2010/acp-10-1249-2010.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/10/1249/2010/acp-10-1249-2010.pdf</self-uri>
<abstract>
<p>Inverse modeling is widely employed to provide &quot;top-down&quot; emission estimates
using atmospheric measurements. Here, we analyze the dependence of derived
CH&lt;sub&gt;4&lt;/sub&gt; emissions on the sampling frequency and density of the
observational surface network, using the TM5-4DVAR inverse modeling system
and synthetic observations. This sensitivity study focuses on Europe.
&lt;br&gt;&lt;br&gt;
The synthetic observations are created by TM5 forward model simulations. The
inversions of these synthetic observations are performed using virtually no
knowledge on the a priori spatial and temporal distribution of emissions, i.e. the
emissions are derived mainly from the atmospheric signal detected by the
measurement network.
&lt;br&gt;&lt;br&gt;
Using the European network of stations for which continuous or weekly flask
measurements are available for 2001, the synthetic experiments can retrieve
the &quot;true&quot; annual total emissions for single countries such as France within
20%, and for all North West European countries together within ~5%.
However, larger deviations are obtained for South and East European
countries due to the scarcity of stations in the measurement network.
Upgrading flask sites to stations with continuous measurements leads to an
improvement for central Europe in emission estimates. For realistic emission
estimates over the whole European domain, however, a major extension of the
number of stations in the existing network is required. We demonstrate the
potential of an extended network of a total of ~60 European stations
to provide realistic emission estimates over the whole European domain.</p>
</abstract>
<counts><page-count count="19"/></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"> Bergamaschi, P., Krol, M., Dentener, F., Vermeulen, A., Meinhardt, F., Graul, R., Ramonet, M., Peters, W., and Dlugokencky, E. J.: Inverse modelling of national and European CH&lt;sub&gt;4&lt;/sub&gt; emissions using the atmospheric zoom model TM5, Atmos. Chem. Phys., 5, 2431–2460, 2005. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Bergamaschi, P.: Atmospheric Monitoring and Inverse Modelling for Verification of National and EU Bottom-up GHG Inventories – report of the workshop &quot;Atmospheric Monitoring and Inverse Modelling for Verification of National and EU Bottom-up GHG Inventories&quot; under the mandate of Climate Change Committee Working Group~I, Casa Don Guanella, Ispra, Italy, 8–9~March~2007, European Commission Joint Research Centre, Institute for Environment and Sustainability, 153~pp., 2007a. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Bergamaschi, P., Frankenberg, C., Meirink, J. F., Krol, M., Dentener, F., Wagner, T., Platt, U., Kaplan, J. O., Körner, S., Heimann, M., Dlugokencky, E. J., and Goede, A.: Satellite chartography of atmospheric methane from SCIAMACHY onboard ENVISAT: (II)~Evaluation based on inverse model simulations, J. Geophys. Res., 112, D02304, doi:02310.01029/02006JD007268, 2007b. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Bergamaschi, P., Frankenberg, C., Meirink, J. F., Krol, M., Villani, M. G., Houweling, S., Dentener, F., Dlugokencky, E. J., Miller, J. B., Gatti, L. V., Engel, A., and Levin, I.: Inverse modeling of global and regional CH&lt;sub&gt;4&lt;/sub&gt; emissions using SCIAMACHY satellite retrievals, J. Geophys. Res., 114, D22301, doi:10.1029/2009JD012287, 2009. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Bousquet, P., Hauglustaine, D. A., Peylin, P., Carouge, C., and Ciais, P.: Two decades of OH variability as inferred by an inversion of atmospheric transport and chemistry of methyl chloroform, Atmos. Chem. Phys., 5, 2635–2656, 2005. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Brühl, C. and Crutzen, P. J.: The MPIC~2D~model, in: NASA Ref Publ 1292, vol 1, 103–104, 1993. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Carouge, C., Bousquet, P., Peylin, P., Rayner, P. J., and Ciais, P.: What can we learn from European continuous atmospheric CO&lt;sub&gt;2&lt;/sub&gt; measurements to quantify regional fluxes - Part~1: Potential of the network, Atmos. Chem. Phys. Discuss., 8, 18591-18620, 2008. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Carouge, C., Peylin, P., Rayner, P. J., Bousquet, P., Chevallier, F., and Ciais, P.: What can we learn from European continuous atmospheric CO&lt;sub&gt;2&lt;/sub&gt; measurements to quantify regional fluxes - Part~2: Sensitivity of flux accuracy to inverse setup, Atmos. Chem. Phys. Discuss., 8, 18621–18649, 2008. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Chen, Y.-H. and Prinn, R. G.: Estimation of atmospheric methane emissions between 1996 and 2001 using a three-dimensional global chemical transport model, J. Geophys. Res., 111, D10307, doi:10310.11029/12005JD006058, 2006. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</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, L24804, doi:10.1029/2007GL030463, 2007. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Dlugokencky, E. J., Masaire, K. A., Lang, P. M., Steele, P. P., and Nisbet, E. G.: A dramatic decrease in the growth rate of atmospheric methane in the northern hemisphere during 1992, Geophys. Res. Lett., 21, 45–48, 1994. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Dlugokencky, E. J., Houweling, S., Bruhwiler, L., Masarie, K. A., Lang, P. M., Miller, J. B., and Tans, P. P.: Atmospheric methane levels off: Temporary pause or a new steady-state?, Geophys. Res. Lett., 30(19), 1992, doi:1910.1029/2003GL018126, 2003. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Frankenberg, C., Bergamaschi, P., Butz, A., Houweling, S., Meirink, J. F., Notholt, J., Petersen, A. K., Schrijver, H., Warneke, T., and Aben, I.: Tropical methane emissions: A revised view from SCIAMACHY onboard ENVISAT, Geophys. Res. Lett., 35, L15811, doi:10.1029/2008GL034300, 2008. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Hein, R., Crutzen, P. J., and Heimann, M.: An inverse modeling approach to investigate the global atmospheric methane cycle, Global Biogeochem. Cy., 11, 43–76, 1997. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Houweling, S., Dentener, F., and Lelieveld, J.: The impact of nonmethane hydrocarbon compounds on tropospheric photochemistry, J. Geophys. Res., 103(D9), 10673–10696, 1988. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Houweling, S., Kaminski, T., Dentener, F., Lelieveld, J., and Heimann, M.: Inverse modeling of methane sources and sinks using the adjoint of a global transport model, J. Geophys. Res., 104(D21), 26137–26160, 1999. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> IPCC: Good Practice Guidance and Uncertainty Management in National Greenhouse Gas Inventories, Published for the IPCC by the Institute for Global Environmental Strategies, Japan, 2000. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Krol, M., Houweling, S., Bregman, B., van den Broek, M., Segers, A., van Velthoven, P., Peters, W., Dentener, F., and Bergamaschi, P.: The two-way nested global chemistry-transport zoom model TM5: algorithm and applications, Atmos. Chem. Phys., 5, 417–432, 2005. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Krol, M. C., Meirink, J. F., Bergamaschi, P., Mak, J. E., Lowe, D., Jöckel, P., Houweling, S., and Röckmann, T.: What can $^14$CO measurements tell us about OH?, Atmos. Chem. Phys., 8, 5033-5044, 2008. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Lambert, G. and Schmidt, S.: Reevaluation of the oceanic flux of methane: Uncertainties and long term variations, Chemosphere, 26(1–4), 579–589, 1993. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Law, R. M. and Vohralik, P. F.: Methane sources from mass-balance inversions: sensitivity to transport, CSIRO Atmospheric Research Technical Paper no 50, 27~pp., 2001. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Law, R. M., Rayner, P. J., Steele, L. P., and Enting, I. G.: Using high frequency data for CO&lt;sub&gt;2&lt;/sub&gt; inversions, Global Biogeochem. Cy., 16(4), 1053, doi:10.1029/2001GB001593, 2002. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Law, R. M., Rayner, P. J., Steele, L. P., and Enting, I. G.: Data and Modelling requirements for CO&lt;sub&gt;2&lt;/sub&gt; inversions using high-frequency data, Tellus, 55B, 512–521, 2003. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Law, R. M., Rayner, P. J., and Wang, Y. P.: Inversion of diurnally varying synthetic CO&lt;sub&gt;2&lt;/sub&gt;: Network optimization for an Australian test case, Global Biogeochem. Cy., 18, GB1044, doi:10.29/2003GB002136, 2004. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Manning, M. R., Lowe, D. C., Moss, R. C., Bodeker, G. E., and Allan, W.: Short term variations in the oxidizing power of the atmosphere, Nature, 436, 1001–1004, 2005. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Matthews, E., Fung, I., and Lerner, J.: Methane emission from rice cultivation: Geographic and seasonal distribution of cultivated areas and emissions, Global Biogeochem. Cy., 5, 3–24, 1991. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Meirink, J. F., Eskes, H. J., and Goede, A. P. H.: Sensitivity analysis of methane emissions derived from SCIAMACHY observations through inverse modelling, Atmos. Chem. Phys., 6, 1275–1292, 2006. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Meirink, J. F., Bergamaschi, P., and Krol, M. C.: Four-dimensional variational data assimilation for inverse modelling of atmospheric methane emissions: method and comparison with synthesis inversion, Atmos. Chem. Phys., 8, 6341–6353, 2008. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</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., Rockmann, T., Villani, M. G., and Krol, M.: Four-dimensional variational data assimilation for inverse modelling of atmospheric methane emissions: Analysis of SCIAMACHY observations, J. Geophys. Res., 113, D17301, doi:10.1029/2007JD009740, 2008b. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Mikaloff Fletcher, S. E., Tans, P. P., Bruhwiler, L. M., Miller, J. B., and Heimann, M.: CH&lt;sub&gt;4&lt;/sub&gt; sources estimated from atmospheric observations of CH&lt;sub&gt;4&lt;/sub&gt; and its $^13$C/$^12$C isotopic ratios: 2 Inverse modelling of CH&lt;sub&gt;4&lt;/sub&gt; fluxes from geographical regions, Global Biogeochem. Cy., 18, GB4005, doi:10.1029/2004GB002224, 2004a. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Mikaloff Fletcher, S. E., Tans, P. P., Bruhwiler, L. M., Miller, J. B., and Heimann, M.: CH&lt;sub&gt;4&lt;/sub&gt; sources estimated from atmospheric observations of CH&lt;sub&gt;4&lt;/sub&gt; and its $^13$C/$^12$C isotopic ratios: 1 Inverse modelling of source processes, Global Biogeochem. Cy., 18, GB4009, doi:10.1029/2004GB002223, 2004b. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Olivier, J. G. J. and Berdowski, J. J. M.: Global emissions sources and sinks, in: The climate system, edited by: Berdowski, J. J. M., Guicherit, R., and Heij, J. B., A.A Balkema Publishers/Swets &amp; Zeitlinger Publishers, Lisse, The Netherlands, 2001. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Prinn, R., Cunnold, D., Rasmussen, R., Simmonds, P., Alyea, F., Crawford, A., Fraser, P., and Rosen, R.: Atmospheric Emissions and Trends of Nitrous Oxide Deduced From 10~Years of ALE-GAGE Data, J. Geophys. Res., 95(D11), 18369–18385, 1990. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Rayner, P. J., Enting, I. G., and Trudinger, C. M.: Optimizing the CO&lt;sub&gt;2&lt;/sub&gt; observing Network for constraining sources and sinks, Tellus, 48B, 433–444, 1966. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Ridgwell, A. J., Marshall, S. J., and Gregson, K.: Consumption of atmospheric methane by soils: A process-based model, Global Biogeochem. Cy., 13(1), 59–70, doi:10.1029/1998GB900004, 1999. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Sanderson, M. G.: Biomass of termites and their emissions of methane and carbon dioxide: A global database, Global Biogeochem. Cy., 10, 543–557, 1996. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> van der Werf, G. R., Randerson, J. T., Collatz, G. J., Giglio, L., Kasibhatla, P. S., Arellano Jr., A. F., Olsen, S. C., and Kasischke, E. S.: Continental-Scale Partitioning of Fire Emissions During the 1997 to 2001 El Nino/LaNina Period, Science, 303, 73–76, 2004. </mixed-citation>
</ref>
</ref-list>
</back>
</article>