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  <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>
<abbrev-journal-title abbrev-type="nlm-ta">Atmos. Chem. Phys.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>

    <article-meta>
      <article-id pub-id-type="doi">10.5194/acp-17-2255-2017</article-id><title-group><article-title>The recent increase of atmospheric methane from 10 years of ground-based
NDACC FTIR observations since 2005</article-title>
      </title-group><?xmltex \runningtitle{The recent increase of atmospheric methane}?><?xmltex \runningauthor{W. Bader et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1 aff2">
          <name><surname>Bader</surname><given-names>Whitney</given-names></name>
          <email>wbader@atmosp.physics.utoronto.ca</email>
        <ext-link>https://orcid.org/0000-0003-0766-8460</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Bovy</surname><given-names>Benoît</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Conway</surname><given-names>Stephanie</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Strong</surname><given-names>Kimberly</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-9947-1053</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Smale</surname><given-names>Dan</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Turner</surname><given-names>Alexander J.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-1406-7372</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Blumenstock</surname><given-names>Thomas</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff6">
          <name><surname>Boone</surname><given-names>Chris</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff7">
          <name><surname>Collaud Coen</surname><given-names>Martine</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff8">
          <name><surname>Coulon</surname><given-names>Ancelin</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff9">
          <name><surname>Garcia</surname><given-names>Omaira</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff10">
          <name><surname>Griffith</surname><given-names>David W. T.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-7986-1924</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Hase</surname><given-names>Frank</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff11">
          <name><surname>Hausmann</surname><given-names>Petra</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff10">
          <name><surname>Jones</surname><given-names>Nicholas</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff12">
          <name><surname>Krummel</surname><given-names>Paul</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-4884-3678</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff13">
          <name><surname>Murata</surname><given-names>Isao</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff14">
          <name><surname>Morino</surname><given-names>Isamu</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-2720-1569</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff14">
          <name><surname>Nakajima</surname><given-names>Hideaki</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-2742-1230</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff15">
          <name><surname>O'Doherty</surname><given-names>Simon</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-4051-6760</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff10">
          <name><surname>Paton-Walsh</surname><given-names>Clare</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-1156-4138</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Robinson</surname><given-names>John</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Sandrin</surname><given-names>Rodrigue</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Schneider</surname><given-names>Matthias</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-8452-0035</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Servais</surname><given-names>Christian</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff11">
          <name><surname>Sussmann</surname><given-names>Ralf</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Mahieu</surname><given-names>Emmanuel</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-5251-0286</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Institute of Astrophysics and Geophysics, University of Liège,
Liège, Belgium</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Department of Physics, University of Toronto, Toronto, ON, M5S 1A7,
Canada</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>National Institute of Water and Atmospheric Research, NIWA, Lauder,
New Zealand</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>School of Engineering and Applied Sciences, Harvard University,
Cambridge, MA, USA</institution>
        </aff>
        <aff id="aff5"><label>5</label><institution>Karlsruhe Institute of Technology (KIT), Institute of Meteorology and
Climate Research (IMK-ASF), Karlsruhe, Germany</institution>
        </aff>
        <aff id="aff6"><label>6</label><institution>Department of Chemistry, University of Waterloo, Waterloo, ON, N2L
3G1, Canada</institution>
        </aff>
        <aff id="aff7"><label>7</label><institution>Federal Office of Meteorology and Climatology, MeteoSwiss, 1530
Payerne, Switzerland</institution>
        </aff>
        <aff id="aff8"><label>8</label><institution>Institute for Atmospheric and Climate Science, ETH Zurich, Zurich,
Switzerland</institution>
        </aff>
        <aff id="aff9"><label>9</label><institution>Izana Atmospheric Research Centre (IARC), Agencia Estatal de
Meteorologia (AEMET), Izaña, Spain</institution>
        </aff>
        <aff id="aff10"><label>10</label><institution>School of Chemistry, University of Wollongong, Wollongong, Australia</institution>
        </aff>
        <aff id="aff11"><label>11</label><institution>Karlsruhe Institute of Technology, IMK-IFU, Garmisch-Partenkirchen,
Germany</institution>
        </aff>
        <aff id="aff12"><label>12</label><institution>CSIRO Oceans &amp; Atmosphere, Aspendale, Victoria, Australia</institution>
        </aff>
        <aff id="aff13"><label>13</label><institution>Graduate School of Environment Studies, Tohoku University, Sendai
980-8578, Japan</institution>
        </aff>
        <aff id="aff14"><label>14</label><institution>National Institute for Environmental Studies (NIES), Tsukuba, Ibaraki
305-8506, Japan</institution>
        </aff>
        <aff id="aff15"><label>15</label><institution>Atmospheric Chemistry Research Group (ACRG), School of Chemistry,
University of Bristol, Bristol, UK</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Whitney Bader (wbader@atmosp.physics.utoronto.ca)</corresp></author-notes><pub-date><day>14</day><month>February</month><year>2017</year></pub-date>
      
      <volume>17</volume>
      <issue>3</issue>
      <fpage>2255</fpage><lpage>2277</lpage>
      <history>
        <date date-type="received"><day>2</day><month>August</month><year>2016</year></date>
           <date date-type="rev-request"><day>9</day><month>August</month><year>2016</year></date>
           <date date-type="rev-recd"><day>10</day><month>January</month><year>2017</year></date>
           <date date-type="accepted"><day>14</day><month>January</month><year>2017</year></date>
      </history>
      <permissions>
<license license-type="open-access">
<license-p>This work is licensed under a Creative Commons Attribution 3.0 Unported License. To view a copy of this license, visit <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/3.0/">http://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions><self-uri xlink:href="https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017.html">This article is available from https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017.html</self-uri>
<self-uri xlink:href="https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017.pdf</self-uri>


      <abstract>
    <p>Changes of atmospheric methane total columns (CH<inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> since 2005 have been
evaluated using Fourier transform infrared (FTIR) solar observations
carried out at 10 ground-based sites, affiliated to the Network for Detection
of Atmospheric Composition Change (NDACC). From this, we find an increase of
atmospheric methane total columns of 0.31 <inline-formula><mml:math id="M2" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03 % year<inline-formula><mml:math id="M3" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>
(2<inline-formula><mml:math id="M4" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> level of uncertainty) for the 2005–2014 period. Comparisons with
in situ methane measurements at both local and global scales show good
agreement. We used the GEOS-Chem chemical transport model tagged simulation, which accounts for the contribution of each emission source and one sink in
the total methane, simulated over 2005–2012. After regridding according to
NDACC vertical layering using a conservative regridding scheme and smoothing
by convolving with respective FTIR seasonal averaging kernels, the GEOS-Chem
simulation shows an increase of atmospheric methane total columns of
0.35 <inline-formula><mml:math id="M5" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03 % year<inline-formula><mml:math id="M6" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> between 2005 and 2012, which is in
agreement with NDACC measurements over the same time period
(0.30 <inline-formula><mml:math id="M7" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04 % year<inline-formula><mml:math id="M8" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, averaged over 10 stations). Analysis
of the GEOS-Chem-tagged simulation allows us to quantify the contribution of
each tracer to the global methane change since 2005. We find that natural
sources such as wetlands and biomass burning contribute to the interannual
variability of methane. However, anthropogenic emissions, such as coal mining,
and gas and oil transport and exploration, which are mainly emitted in the
Northern Hemisphere and act as secondary contributors to the global budget of
methane, have played a major role in the increase of atmospheric methane
observed since 2005. Based on the GEOS-Chem-tagged simulation, we discuss
possible cause(s) for the increase of methane since 2005, which is still
unexplained.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
      <p>Atmospheric methane (CH<inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, a relatively long-lived atmospheric species
with a lifetime of 8–10 years (Kirschke et al., 2013), is the second most
abundant anthropogenic greenhouse gas, with a radiative forcing (RF) of
0.97 <inline-formula><mml:math id="M10" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.23 W m<inline-formula><mml:math id="M11" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (including indirect radiative forcing
associated with the production of tropospheric ozone and stratospheric water
vapour; Stocker et al., 2013) after CO<inline-formula><mml:math id="M12" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> (RF in 2011:
1.68 <inline-formula><mml:math id="M13" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.35 W m<inline-formula><mml:math id="M14" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, Stocker et al., 2013). Approximately
one-fifth of the increase in radiative forcing by human-linked greenhouse
gases since 1750 is due to methane (Nisbet et al., 2014). Identified emission
sources include anthropogenic and natural contributions. Human activities
associated with the agricultural and the energy sectors are the main sources
of anthropogenic methane through enteric fermentation of livestock
(17 %), rice cultivation (7 %), for the former, and coal mining
(7 %), oil and gas exploitation (12 %), and waste management
(11 %), for the latter. On the other hand, natural sources of methane
include wetlands (34 %), termites (4 %), methane hydrates and ocean
(3 %) along with biomass burning (4 %), a source of atmospheric
methane that is both natural and anthropogenic. The above-mentioned estimated
contributions to the atmospheric content of methane are based on Chen and
Prinn (2006), Fung et al. (1991), Kirschke et al. (2013) and on emission
inventories used for the GEOS-Chem v9-02 methane simulation (Turner et al.,
2015), although it is worth noting that the global budget of methane remains
insufficiently understood.</p>
      <p>Methane is depleted at the surface by consumption by soil bacteria, in the
marine boundary layer by reaction with chlorine atoms, in the troposphere by
oxidation with the hydroxyl radical (OH), and in the stratosphere by
reaction with chlorine atoms, O(<inline-formula><mml:math id="M15" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msup></mml:math></inline-formula>D), OH, and by photodissociation
(Kirschke et al., 2013). Due to its sinks,
methane has important chemical impacts on the atmospheric composition. In
the troposphere, oxidation of methane is a major regulator of OH
(Lelieveld, 2002) and is a source of hydrogen and of
tropospheric ozone precursors such as formaldehyde and carbon monoxide
(Montzka et al., 2011). In the stratosphere, methane
plays a central role as a sink for chlorine atoms and as a source of
stratospheric water vapour, an important driver of decadal global surface
climate change (Solomon et al., 2010). Given its
atmospheric lifetime, and its impact on radiative forcing and on atmospheric
chemistry, methane is one of the primary targets for regulation of
greenhouse gas emissions and climate change mitigation.</p>
      <p>As a result of growing anthropogenic emissions, atmospheric methane showed
prolonged periods of increase over the past 3 decades (World
Meteorological Organization, 2014). From the 1980s until the beginning of the
1990s, atmospheric methane was rising sharply by about
<inline-formula><mml:math id="M16" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 0.7 % year<inline-formula><mml:math id="M17" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (Nisbet et al., 2014) but stabilized during
the 1999–2006 time period (Dlugokencky, 2003). Many studies were dedicated
to the analysis of methane trends, in particular the stabilization of methane
concentrations between 1999 and 2006, and various scenarios have been
suggested. They include reduced global fossil-fuel-related emissions (Aydin
et al., 2011; Chen and Prinn, 2006; Simpson et al., 2012; Wang et al., 2004),
a compensation between increasing anthropogenic emissions and decreasing
wetland emissions (Bousquet et al., 2006), and/or significant (Rigby et al.,
2008) to small (Montzka et al., 2011) changes in OH concentrations. However,
Pison et al. (2013) emphasized the need for a comprehensive and precisely
quantified methane budget for its proper closure and the development of
realistic future climate scenarios.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1" specific-use="star"><caption><p>Map of all participating NDACC stations. Detailed coordinates of
each station are provided in Table 1.</p></caption>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017-f01.png"/>

      </fig>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><caption><p>Description of the participating stations.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="left"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2"/>  
         <oasis:entry colname="col3">Latitude</oasis:entry>  
         <oasis:entry colname="col4">Longitude</oasis:entry>  
         <oasis:entry colname="col5">Altitude</oasis:entry>  
         <oasis:entry colname="col6">No. of</oasis:entry>  
         <oasis:entry colname="col7"/>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">Station</oasis:entry>  
         <oasis:entry colname="col3">(<inline-formula><mml:math id="M22" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N)</oasis:entry>  
         <oasis:entry colname="col4">(<inline-formula><mml:math id="M23" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E)</oasis:entry>  
         <oasis:entry colname="col5">(m)</oasis:entry>  
         <oasis:entry colname="col6">days<inline-formula><mml:math id="M24" display="inline"><mml:msup><mml:mi/><mml:mtext>a</mml:mtext></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col7">Instrument</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">1</oasis:entry>  
         <oasis:entry colname="col2">Eureka, EUR (CA)</oasis:entry>  
         <oasis:entry colname="col3">80.05</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>86.42</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">610</oasis:entry>  
         <oasis:entry colname="col6">619<inline-formula><mml:math id="M26" display="inline"><mml:msup><mml:mi/><mml:mtext>b</mml:mtext></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col7">Bruker IFS 125HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">2</oasis:entry>  
         <oasis:entry colname="col2">Kiruna, KIR (SE)</oasis:entry>  
         <oasis:entry colname="col3">67.84</oasis:entry>  
         <oasis:entry colname="col4">20.39</oasis:entry>  
         <oasis:entry colname="col5">420</oasis:entry>  
         <oasis:entry colname="col6">649</oasis:entry>  
         <oasis:entry colname="col7">Bruker IFS 120HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2"/>  
         <oasis:entry colname="col3"/>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5"/>  
         <oasis:entry colname="col6"/>  
         <oasis:entry colname="col7">Bruker IFS 125HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">3</oasis:entry>  
         <oasis:entry colname="col2">Zugspitze, ZUG (DE)</oasis:entry>  
         <oasis:entry colname="col3">47.42</oasis:entry>  
         <oasis:entry colname="col4">10.98</oasis:entry>  
         <oasis:entry colname="col5">2954</oasis:entry>  
         <oasis:entry colname="col6">1114</oasis:entry>  
         <oasis:entry colname="col7">Bruker IFS 125HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">4</oasis:entry>  
         <oasis:entry colname="col2">Jungfraujoch, JFJ (CH)</oasis:entry>  
         <oasis:entry colname="col3">46.55</oasis:entry>  
         <oasis:entry colname="col4">7.98</oasis:entry>  
         <oasis:entry colname="col5">3580</oasis:entry>  
         <oasis:entry colname="col6">1119</oasis:entry>  
         <oasis:entry colname="col7">Bruker IFS 120HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">5</oasis:entry>  
         <oasis:entry colname="col2">Toronto, TOR (CA)</oasis:entry>  
         <oasis:entry colname="col3">43.66</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>79.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">174</oasis:entry>  
         <oasis:entry colname="col6">964</oasis:entry>  
         <oasis:entry colname="col7">ABB Bomem DA8</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">6</oasis:entry>  
         <oasis:entry colname="col2">Tsukuba, TSU (JP)</oasis:entry>  
         <oasis:entry colname="col3">36.05</oasis:entry>  
         <oasis:entry colname="col4">140.12</oasis:entry>  
         <oasis:entry colname="col5">31</oasis:entry>  
         <oasis:entry colname="col6">640</oasis:entry>  
         <oasis:entry colname="col7">Bruker IFS 120HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2"/>  
         <oasis:entry colname="col3"/>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5"/>  
         <oasis:entry colname="col6"/>  
         <oasis:entry colname="col7">Bruker IFS 125HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">7</oasis:entry>  
         <oasis:entry colname="col2">Izaña, IZA (ES)</oasis:entry>  
         <oasis:entry colname="col3">28.29</oasis:entry>  
         <oasis:entry colname="col4"><inline-formula><mml:math id="M28" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>16.48</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">2370</oasis:entry>  
         <oasis:entry colname="col6">990</oasis:entry>  
         <oasis:entry colname="col7">Bruker IFS 120M</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2"/>  
         <oasis:entry colname="col3"/>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5"/>  
         <oasis:entry colname="col6"/>  
         <oasis:entry colname="col7">Bruker IFS 125HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">8</oasis:entry>  
         <oasis:entry colname="col2">Wollongong, WOL (AU)</oasis:entry>  
         <oasis:entry colname="col3"><inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>34.41</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">150.88</oasis:entry>  
         <oasis:entry colname="col5">31</oasis:entry>  
         <oasis:entry colname="col6">1612</oasis:entry>  
         <oasis:entry colname="col7">Bomem DA8</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2"/>  
         <oasis:entry colname="col3"/>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5"/>  
         <oasis:entry colname="col6"/>  
         <oasis:entry colname="col7">Bruker IFS 125HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">9</oasis:entry>  
         <oasis:entry colname="col2">Lauder, LAU (NZ)</oasis:entry>  
         <oasis:entry colname="col3"><inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>45.04</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">169.68</oasis:entry>  
         <oasis:entry colname="col5">370</oasis:entry>  
         <oasis:entry colname="col6">1017</oasis:entry>  
         <oasis:entry colname="col7">Bruker IFS 120HR</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">10</oasis:entry>  
         <oasis:entry colname="col2">Arrival heights, AHT (NZ)</oasis:entry>  
         <oasis:entry colname="col3"><inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>77.83</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4">166.65</oasis:entry>  
         <oasis:entry colname="col5">200</oasis:entry>  
         <oasis:entry colname="col6">341<inline-formula><mml:math id="M32" display="inline"><mml:msup><mml:mi/><mml:mtext>c</mml:mtext></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col7">Bruker IFS 120M</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p><inline-formula><mml:math id="M18" display="inline"><mml:msup><mml:mi/><mml:mtext>a</mml:mtext></mml:msup></mml:math></inline-formula> Number of days with CH<inline-formula><mml:math id="M19" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> measurements available
over the 2005–2014 time period. <inline-formula><mml:math id="M20" display="inline"><mml:msup><mml:mi/><mml:mtext>b</mml:mtext></mml:msup></mml:math></inline-formula> Measurements started in 2006 and
no measurements between late October and late February due to polar nights.
<inline-formula><mml:math id="M21" display="inline"><mml:msup><mml:mi/><mml:mtext>c</mml:mtext></mml:msup></mml:math></inline-formula> No measurements between May and August due to polar nights.</p></table-wrap-foot></table-wrap>

      <p>Since 2005–2006, a renewed increase of atmospheric methane has been observed
and widely discussed in many studies (Bloom et al., 2010; Dlugokencky et al.,
2009; Frankenberg et al., 2011; Hausmann et al., 2016; Helmig et al., 2016;
Montzka et al., 2011; Rigby et al., 2008; Schaefer et al., 2016; Spahni et
al., 2011; Sussmann et al., 2012; van der Werf et al., 2010), leading to
various hypotheses. In this work, for the first time, we report of an
increase in methane observed since 2005 at a suite of NDACC sites
distributed worldwide, operating Fourier transform infrared (FTIR)
spectrometers. The paper is organized as follows: Sect. 2 includes a brief
description of the 10 participating sites, and the retrieval strategy and
degrees of freedom and vertical sensitivity range of the FTIR measurements. Section 3 focuses on the
methane changes since 2005 as derived from the NDACC FTIR measurements and
the GEOS-Chem model, along with comparisons between both model and
observations. This section also provides a source-oriented analysis of the
recent increase of methane using the GEOS-Chem-tagged simulation. Finally,
Sect. 4 discusses the potential source(s) responsible for the observed
increase of methane since the mid-2000s.</p>
</sec>
<sec id="Ch1.S2">
  <title>NDACC FTIR observations</title>
      <p>The international Network for the Detection of Atmospheric Composition
Change (NDACC) is dedicated to observing and understanding the physical
and chemical state of the stratosphere and troposphere. Its priorities
include the detection of trends in atmospheric composition, understanding
their impacts on the stratosphere and troposphere, and establishing links
between climate change and atmospheric composition.</p><?xmltex \hack{\newpage}?>
<sec id="Ch1.S2.SS1">
  <title>Observation sites</title>
      <p>Ground-based NDACC FTIR measurements of methane obtained at 10 globally
distributed observation sites are presented in this study. These sites,
displayed in Fig. 1 and whose location is detailed in Table 1 are located
from north to south in Eureka (Arctic, Canada), Kiruna (Sweden), Zugspitze
(Germany), Jungfraujoch (Switzerland), Toronto (Canada), Tsukuba (Japan),
Izaña (Canary Islands, Spain), Wollongong (Australia), Lauder (New
Zealand), and Arrival Heights (Antarctica). Most of the FTIR data are available
from the NDACC database (<uri>http://www.ndsc.ncep.noaa.gov/data/</uri>).</p>
      <p>The Eureka (EUR, Fogal et al., 2013) station is located in the Canadian High
Arctic, at 610 m a.s.l. on Ellesmere Island in the northern Canadian
Archipelago. The station is located along the Slidre Fjord and is surrounded
by complex topography (Cox et al., 2012). This topography, along with its
proximity to the Greenland Ice Sheet and atmospheric conditions, make this
station ideal for infrared solar measurements in the Arctic as it is
frequently under the influence of cold and dry air from the central Arctic and
the Greenland Ice Sheet (Cox et al., 2012). Routine solar infrared
measurements are taken from late February to late October; no lunar
measurements are taken during polar nights (Batchelor et al., 2009).</p>
      <p>The Kiruna (KIR) site is located in the boreal forest region of northern
Sweden. The spectrometer is operated in the building of the IRF (Institute
för Rymdfysik/Swedish Institute of Space Physics), at an altitude of
420 m, about 10 km away from the centre of Kiruna. The local population and
traffic density is low, so the FTIR site is not significantly affected by
local anthropogenic emissions. The location just inside the polar circle is
especially suited for the study of the Arctic polar stratosphere, because the
break in solar absorption observations is still rather short, while the
stratospheric polar vortex frequently covers Kiruna in early spring. The
solar absorption spectra were obtained with a Bruker IFS-120HR since 1996. In
2007, an electronic upgrade to a Bruker IFS-125HR was implemented. Routine
solar infrared measurements are taken between mid-January and
mid-November. No lunar measurements are taken during polar nights.</p>
      <p>The Zugspitze (ZUG, Sussmann and Schäfer, 1997) station is located on the
southern slope of the Zugspitze mountain, the highest mountain in the German
Alps (2964 m a.s.l.), at the Austrian border near the town of
Garmisch-Partenkirchen (720 m a.s.l.). Its high altitude offers an
excellent location for long-term trace gas measurements under unperturbed
background atmospheric conditions and it exhibits a very low level of integrated
water vapour.</p>
      <p>The Jungfraujoch (JFJ, Zander et al., 2008) station is located in the Swiss
Alps at an altitude of 3580 m on the saddle between the Jungfrau (4158 m a.s.l.)
and the Mönch (4107 m a.s.l.) summits. This station offers unique
conditions for infrared solar observations because of weak local pollution
(no major industries within 20 km) and very high dryness due to the
high altitude and the presence of the Aletsch Glacier in its immediate
vicinity. The Jungfraujoch station allows for the investigation of the
atmospheric background conditions over central Europe and the mixing of air
masses between the planetary boundary layer and the free troposphere
(Reimann, 2004).</p>
      <p>The Toronto (TOR) station is located in the core of the city of Toronto,
Ontario, Canada at 174 m a.s.l. where regular solar measurements began in
2002. In contrast to most NDACC stations, the Toronto station is highly
affected by the densely populated areas of the city of Toronto itself (the
centre of Canada's largest population) and the cities and industrial centres
of the north-eastern United States, enabling measurements of tropospheric
pollutants (Whaley et al., 2015). In addition, the station's location makes
it well suited for measurements of midlatitude stratospheric ozone, related
species, and greenhouse gases (Wiacek et al., 2007).</p>
      <p>The Tsukuba (TSU) station is located in a suburban area (around 50 km from
Tokyo) in a large plain with many rice paddies, at an altitude of 31 m.
The station occasionally captures local pollution and is affected by high
humidity during the summer season. The Tsukuba solar absorption spectra were
obtained with a Bruker IFS-120HR from May 2001 to March 2010 and replaced by
a Bruker IFS-125HR in April 2010.</p>
      <p>The Izaña observatory (IZA, <uri>http://www.izana.org</uri>) is located on
the top of a mountain plateau in the Teide National Park on the Island of
Tenerife. It is usually located above a strong subtropical temperature
inversion layer (generally well established between 500 and 1500 m a.s.l.)
and clean-air and clear-sky conditions prevail year-round.
Consequently it offers excellent conditions for the remote sensing of trace
gases and aerosols under free tropospheric conditions and for atmospheric
observations. Due to its geographic location, it is particularly valuable for
the investigation of dust transport from Africa to the North Atlantic, and
large-scale transport from the tropics to higher latitudes. In addition,
during the daytime the strong insolation generates a slight upslope flow of air
originating from below the inversion layer (from a woodland that surrounds
the station at a lower altitude; Sepúlveda et al., 2012). The solar
absorption spectra were obtained with a Bruker IFS 120M over 1999–2004, then
with a Bruker IFS 125HR (Sepúlveda et al., 2012).</p>
      <p>Wollongong (WOL, Griffith et al., 1998) is a coastal city about 80 km south
of the metropolis of Sydney. Its urban location, in proximity to Sydney and
local coal mining operations means that enhanced levels of CH<inline-formula><mml:math id="M33" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> are
measured from time to time. Climatologically the winds are weak
(<inline-formula><mml:math id="M34" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 4 m s<inline-formula><mml:math id="M35" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>); during the Southern Hemisphere winter the site largely
samples continental air masses from the west, with summer afternoon
sea breezes from the east–north-east (Fraser et al., 2011). The solar
absorption spectra were obtained with a Bomem DA8 from 1995 to 2007 (Griffith
et al., 1998) and with a Bruker IFS 125/HR from 2007 onwards.</p>
      <p>The Lauder (LAU) atmospheric research station is located in the Manuherikia
valley, Central Otago, New Zealand. The site experiences a continental
climate of hot dry summers and cool winters with a predominating westerly
wind. The site is sparsely populated and remote from any major industries
with non-intense agricultural and horticulture as the mainstay of economic
activity.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2" specific-use="star"><caption><p>Daily mean methane anomaly with respect to 2005.0 or 2006.0 (in
%) for 10 NDACC stations between 2005 and 2014. The blue line is the
linear component of the bootstrap fit (see Sect. 3).</p></caption>
          <?xmltex \igopts{width=426.791339pt}?><graphic xlink:href="https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017-f02.png"/>

        </fig>

      <p>The Arrival Heights (AHT) atmospheric laboratory is located 3 km north of
McMurdo and Scott Base stations on Hut Point Peninsula, the southern volcanic
peninsula of Ross Island. With minimal exposure to local anthropogenic
pollution and sources, methane measurements conducted at Arrival Heights are
representative of a well-mixed boundary layer and free troposphere. Located
at 78<inline-formula><mml:math id="M36" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, Arrival Heights is periodically underneath the polar
vortex depending on the season, polar vortex shape, and angular rotation
velocity. Climatological surface meteorological conditions experienced at
Arrival Heights are similar to those at Scott Base (Turner et al., 2004).
Routine solar infrared measurements are carried out during the austral spring
and summer seasons (late August to mid-April) no measurements are taken
during polar nights.</p>
</sec>
<sec id="Ch1.S2.SS2">
  <title>FTIR observations of methane</title>
<sec id="Ch1.S2.SS2.SSS1">
  <title>Retrieval strategies</title>
      <p>A retrieval strategy for the inversion of atmospheric methane time series
from ground-based FTIR observations has been carefully developed and
optimized for each station. However, it is worth mentioning that given the
remaining inconsistencies affecting the methane spectroscopic parameters,
even in the latest editions of HITRAN (Rothman et al., 2013 and references
therein), the harmonization of retrieval strategies for methane for the whole
infrared working group of NDACC is still ongoing. To this day, FTIR
measurements are analysed as recommended either by Rinsland et al. (2006),
Sussmann et al. (2011), or Sepúlveda et al. (2012). Table A1 presents the
retrieval parameters used for each station. The retrieval codes PROFFIT
(Hase, 2000) and SFIT-2/SFIT-4 (Rinsland et al., 1998) have been shown to
provide consistent results for tropospheric and stratospheric species
(Duchatelet et al., 2010; Hase et al., 2004). The time series produced using
the strategies described in Table A1 are illustrated in Fig. 2. In order to
better illustrate the observed increase of methane total columns, the various
panels show daily mean methane time series expressed as anomalies with
respect to a reference column in 2005.0 (2006.0 for the Eureka station),
according to the following equation:</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><caption><p>Typical NDACC methane retrieval. From left to right. First panel:
typical individual (blue curves) CH<inline-formula><mml:math id="M37" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> mixing ratio averaging kernels.
Second panel: merged (shades of blue curves) CH<inline-formula><mml:math id="M38" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> mixing ratio averaging
kernels. For merged-layer kernels, corresponding atmospheric column are
specified in the legend box. Third panel: corresponding two first
eigenvectors. Associated eigenvalues are given in the legend.</p></caption>
            <?xmltex \igopts{width=327.206693pt}?><graphic xlink:href="https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017-f03.png"/>

          </fig>

      <p><disp-formula id="Ch1.E1" content-type="numbered"><mml:math id="M39" display="block"><mml:mrow><mml:mtext>Anomaly</mml:mtext><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>C</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mn>05</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mfenced close=")" open="("><mml:mi>C</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mn>05</mml:mn></mml:msub></mml:mfenced><mml:mo>×</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>×</mml:mo><mml:mn>100</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M40" display="inline"><mml:mi>C</mml:mi></mml:math></inline-formula> is the methane total column and <inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mn>05</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> the methane total column
at the time 2005.0 derived from the linear component of a Fourier series
(Gardiner et al., 2008) fitted to the time series. The reference columns are
given for each station in Table 2. It should be mentioned that the Toronto
methane columns from 2008 to early 2009 present a systematic error due to an
unknown instrument artefact. The data set was corrected by adding a constant
offset to the data over that period. To do this, a linear regression was
first fit to the full data set (20 June 2002 to 13 December 2014),
excluding the biased data, and then another was fit to
the biased data only (1 January 2008 to 19 March 2009) using the same fixed slope.
The difference between the two intercepts gives a constant offset of
molecules cm<inline-formula><mml:math id="M42" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, which was added to the biased data.</p>
      <p>In order to investigate the possible impact of the choice of the
microwindows and spectroscopy on the retrieved methane, each strategy has
been tested over a set of spectra recorded at the Jungfraujoch station (3068
spectra recorded between 1 January 2005 and 31 December 2012). Mean
fractional differences between the strategies described in Table 2 have been
computed to quantify a potential absolute bias in terms of total columns and
changes over the 2005–2012 time period with the inversion strategy optimized
for the Jungfraujoch observations set as a reference. Mean fractional
differences are defined as the difference between two data sets divided by
their arithmetic average and expressed in percent (see Eq. 2 in Strong et
al., 2008). This results in an averaged bias between total columns of
0.9 <inline-formula><mml:math id="M43" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.5 % but no bias between their respective trends since 2005
is observed (reference values associated with the JFJ strategy in Table A1 are
a mean total column of <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:mn>2.4121</mml:mn><mml:mo>±</mml:mo><mml:mn>0.0055</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mn>19</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> molecules cm<inline-formula><mml:math id="M45" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and a mean annual change of
0.22 <inline-formula><mml:math id="M46" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04 % year<inline-formula><mml:math id="M47" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> with respect to 2005.0).</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2" specific-use="star"><caption><p>Absolute (in molecules cm<inline-formula><mml:math id="M48" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> year<inline-formula><mml:math id="M49" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) and relative (in
% year<inline-formula><mml:math id="M50" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) annual change of methane total columns and its associated
2<inline-formula><mml:math id="M51" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula>-uncertainties from FTIR observations and the GEOS-Chem methane
simulation with respect to 2005.0 and to the reference column given in
molecules cm<inline-formula><mml:math id="M52" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> in the fifth and last columns of this table respectively. The systematic bias between FTIR and GEOS-Chem for 2005–2012
and its associated 2<inline-formula><mml:math id="M53" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula>-uncertainties are given in the sixth column. A
positive bias can be translated into an overestimation of the GEOS-Chem
simulation.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{.83}[.83]?><oasis:tgroup cols="15">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="left"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="left"/>
     <oasis:colspec colnum="10" colname="col10" align="right"/>
     <oasis:colspec colnum="11" colname="col11" align="left"/>
     <oasis:colspec colnum="12" colname="col12" align="right"/>
     <oasis:colspec colnum="13" colname="col13" align="right"/>
     <oasis:colspec colnum="14" colname="col14" align="left"/>
     <oasis:colspec colnum="15" colname="col15" align="right"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2"/>  
         <oasis:entry colname="col3"/>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5"/>  
         <oasis:entry colname="col6"/>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">FTIR</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10"/>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12"/>  
         <oasis:entry colname="col13"/>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">GEOS-Chem</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry namest="col2" nameend="col3" align="center">FTIR trend </oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry namest="col5" nameend="col6" align="center">FTIR trend </oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">Reference</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10"/>  
         <oasis:entry colname="col11"/>  
         <oasis:entry namest="col12" nameend="col13" align="center">GEOS-Chem trend  </oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">Reference</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry rowsep="1" namest="col2" nameend="col3" align="center">(2005–2014) </oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry rowsep="1" namest="col5" nameend="col6" align="center">(2005–2012) </oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry rowsep="1" colname="col8">Column</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry rowsep="1" colname="col10">Bias</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry rowsep="1" namest="col12" nameend="col13" align="center">(2005–2012) </oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry rowsep="1" colname="col15">Column</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Unit</oasis:entry>  
         <oasis:entry colname="col2"><inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:mo>×</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mn>16</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> molec</oasis:entry>  
         <oasis:entry colname="col3"> % yr<inline-formula><mml:math id="M56" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5"><inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:mo>×</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mn>16</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> molec</oasis:entry>  
         <oasis:entry colname="col6"> % yr<inline-formula><mml:math id="M58" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8"><inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:mo>×</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mn>19</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10">%</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12"><inline-formula><mml:math id="M60" display="inline"><mml:mrow><mml:mo>×</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mn>16</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> molec</oasis:entry>  
         <oasis:entry colname="col13"> % yr<inline-formula><mml:math id="M61" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15"><inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:mo>×</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mn>19</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">cm<inline-formula><mml:math id="M63" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> yr<inline-formula><mml:math id="M64" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col3"/>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">cm<inline-formula><mml:math id="M65" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> yr<inline-formula><mml:math id="M66" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col6"/>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">molec cm<inline-formula><mml:math id="M67" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10"/>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">cm<inline-formula><mml:math id="M68" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> yr<inline-formula><mml:math id="M69" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col13"/>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">molec cm<inline-formula><mml:math id="M70" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">EUR</oasis:entry>  
         <oasis:entry colname="col2">9.54 <inline-formula><mml:math id="M71" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.79</oasis:entry>  
         <oasis:entry colname="col3">0.28 <inline-formula><mml:math id="M72" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.05</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">10.81 <inline-formula><mml:math id="M73" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3.47</oasis:entry>  
         <oasis:entry colname="col6">0.32 <inline-formula><mml:math id="M74" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.10</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">3.41<inline-formula><mml:math id="M75" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10">0.9 <inline-formula><mml:math id="M76" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2.9</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">12.35 <inline-formula><mml:math id="M77" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2.06</oasis:entry>  
         <oasis:entry colname="col13">0.36 <inline-formula><mml:math id="M78" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.06</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">3.46</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">KIR</oasis:entry>  
         <oasis:entry colname="col2">13.26 <inline-formula><mml:math id="M79" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.46</oasis:entry>  
         <oasis:entry colname="col3">0.37 <inline-formula><mml:math id="M80" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">11.7 <inline-formula><mml:math id="M81" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2.04</oasis:entry>  
         <oasis:entry colname="col6">0.33 <inline-formula><mml:math id="M82" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.06</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">3.54</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10"><inline-formula><mml:math id="M83" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>1.0</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M84" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.5</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">12.04 <inline-formula><mml:math id="M85" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.66</oasis:entry>  
         <oasis:entry colname="col13">0.34 <inline-formula><mml:math id="M86" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.05</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">3.53</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">ZUG</oasis:entry>  
         <oasis:entry colname="col2">8.33 <inline-formula><mml:math id="M87" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.80</oasis:entry>  
         <oasis:entry colname="col3">0.32 <inline-formula><mml:math id="M88" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">7.99 <inline-formula><mml:math id="M89" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.09</oasis:entry>  
         <oasis:entry colname="col6">0.31 <inline-formula><mml:math id="M90" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">2.58</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10"><inline-formula><mml:math id="M91" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.7</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M92" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.2</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">8.09 <inline-formula><mml:math id="M93" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.93</oasis:entry>  
         <oasis:entry colname="col13">0.32 <inline-formula><mml:math id="M94" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">2.56</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">JFJ</oasis:entry>  
         <oasis:entry colname="col2">6.41 <inline-formula><mml:math id="M95" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.81</oasis:entry>  
         <oasis:entry colname="col3">0.27 <inline-formula><mml:math id="M96" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">5.39 <inline-formula><mml:math id="M97" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.04</oasis:entry>  
         <oasis:entry colname="col6">0.22 <inline-formula><mml:math id="M98" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">2.40</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10"><inline-formula><mml:math id="M99" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.8</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M100" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.5</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">7.31 <inline-formula><mml:math id="M101" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.78</oasis:entry>  
         <oasis:entry colname="col13">0.31 <inline-formula><mml:math id="M102" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">2.38</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">TOR</oasis:entry>  
         <oasis:entry colname="col2">10.99 <inline-formula><mml:math id="M103" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3.03</oasis:entry>  
         <oasis:entry colname="col3">0.29 <inline-formula><mml:math id="M104" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.08</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">12.85 <inline-formula><mml:math id="M105" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3.76</oasis:entry>  
         <oasis:entry colname="col6">0.34 <inline-formula><mml:math id="M106" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.10</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">3.71</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10">0.4 <inline-formula><mml:math id="M107" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 5.9</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">12.45 <inline-formula><mml:math id="M108" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.01</oasis:entry>  
         <oasis:entry colname="col13">0.33 <inline-formula><mml:math id="M109" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">3.75</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">TSU</oasis:entry>  
         <oasis:entry colname="col2">12.99 <inline-formula><mml:math id="M110" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.13</oasis:entry>  
         <oasis:entry colname="col3">0.34 <inline-formula><mml:math id="M111" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">13.90 <inline-formula><mml:math id="M112" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.58</oasis:entry>  
         <oasis:entry colname="col6">0.36 <inline-formula><mml:math id="M113" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">3.82</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10"><inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>3.2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M115" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3.1</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">13.36 <inline-formula><mml:math id="M116" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.17</oasis:entry>  
         <oasis:entry colname="col13">0.36 <inline-formula><mml:math id="M117" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">3.69</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">IZA</oasis:entry>  
         <oasis:entry colname="col2">9.56 <inline-formula><mml:math id="M118" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.35</oasis:entry>  
         <oasis:entry colname="col3">0.33 <inline-formula><mml:math id="M119" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.01</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">8.96 <inline-formula><mml:math id="M120" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.48</oasis:entry>  
         <oasis:entry colname="col6">0.31 <inline-formula><mml:math id="M121" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.02</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">2.87</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10"><inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.9</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M123" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.3</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">10.34 <inline-formula><mml:math id="M124" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.34</oasis:entry>  
         <oasis:entry colname="col13">0.36 <inline-formula><mml:math id="M125" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.01</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">2.83</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">WOL</oasis:entry>  
         <oasis:entry colname="col2">9.62 <inline-formula><mml:math id="M126" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.80</oasis:entry>  
         <oasis:entry colname="col3">0.26 <inline-formula><mml:math id="M127" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.02</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">8.33 <inline-formula><mml:math id="M128" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.18</oasis:entry>  
         <oasis:entry colname="col6">0.23 <inline-formula><mml:math id="M129" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">3.69</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10">0.6 <inline-formula><mml:math id="M130" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.9</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">13.63 <inline-formula><mml:math id="M131" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.74</oasis:entry>  
         <oasis:entry colname="col13">0.37 <inline-formula><mml:math id="M132" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.02</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">3.69</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">LAU</oasis:entry>  
         <oasis:entry colname="col2">9.87 <inline-formula><mml:math id="M133" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.95</oasis:entry>  
         <oasis:entry colname="col3">0.29 <inline-formula><mml:math id="M134" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">9.81 <inline-formula><mml:math id="M135" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.34</oasis:entry>  
         <oasis:entry colname="col6">0.29 <inline-formula><mml:math id="M136" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">3.41</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10">2.3 <inline-formula><mml:math id="M137" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.7</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">11.46 <inline-formula><mml:math id="M138" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.15</oasis:entry>  
         <oasis:entry colname="col13">0.33 <inline-formula><mml:math id="M139" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">3.48</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">AHT</oasis:entry>  
         <oasis:entry colname="col2">10.53 <inline-formula><mml:math id="M140" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2.39</oasis:entry>  
         <oasis:entry colname="col3">0.32 <inline-formula><mml:math id="M141" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.07</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">9.70 <inline-formula><mml:math id="M142" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3.48</oasis:entry>  
         <oasis:entry colname="col6">0.29 <inline-formula><mml:math id="M143" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.11</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">3.28</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10">4.8 <inline-formula><mml:math id="M144" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3.5</oasis:entry>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">14.53 <inline-formula><mml:math id="M145" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2.02</oasis:entry>  
         <oasis:entry colname="col13">0.43 <inline-formula><mml:math id="M146" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.06</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">3.41</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Mean</oasis:entry>  
         <oasis:entry colname="col2">10.11 <inline-formula><mml:math id="M147" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2.03</oasis:entry>  
         <oasis:entry colname="col3">0.31 <inline-formula><mml:math id="M148" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col4"/>  
         <oasis:entry colname="col5">9.94 <inline-formula><mml:math id="M149" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2.50</oasis:entry>  
         <oasis:entry colname="col6">0.30 <inline-formula><mml:math id="M150" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04</oasis:entry>  
         <oasis:entry colname="col7"/>  
         <oasis:entry colname="col8">–</oasis:entry>  
         <oasis:entry colname="col9"/>  
         <oasis:entry colname="col10"/>  
         <oasis:entry colname="col11"/>  
         <oasis:entry colname="col12">11.56 <inline-formula><mml:math id="M151" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 2.35</oasis:entry>  
         <oasis:entry colname="col13">0.35 <inline-formula><mml:math id="M152" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03</oasis:entry>  
         <oasis:entry colname="col14"/>  
         <oasis:entry colname="col15">–</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table><table-wrap-foot><p><inline-formula><mml:math id="M54" display="inline"><mml:msup><mml:mi/><mml:mo>*</mml:mo></mml:msup></mml:math></inline-formula> Reference column for Eureka is for 2006.0 since no
measurements are available before then. The bottom line of the table shows
the average of the 10 mean annual trends.</p></table-wrap-foot></table-wrap>

</sec>
<sec id="Ch1.S2.SS2.SSS2">
  <title>Degrees of freedom and vertical sensitivity range</title>
      <p>Due to the previously mentioned unresolved discrepancies associated with
methane spectroscopic parameters, it has been established within the NDACC
Infrared Working Group that the regularization strength of the methane
retrieval strategy should be optimized so that the degrees of freedom for
signal (DOFS) is limited to a value of approximately 2 (Sussmann et al.,
2011). As a consequence, the typical information content of NDACC methane
retrievals will allow us to retrieve tropospheric and stratospheric columns,
as displayed in Fig. 3. Indeed, the first eigenvector (in green) and its
associated eigenvalue (typically close to 1) show that the corresponding
information mainly comes from the retrieval (<inline-formula><mml:math id="M153" display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 99 %), allowing us
to retrieve a partial column ranging from the surface up to 30 km. In
addition, the second eigenvector allows for a finer vertical resolution with
two supplementary partial columns typically around 1 % of a priori
dependence: (i) a tropospheric column (typically from the surface to the
vicinity of the mean tropopause height of the station) along with (ii) a
stratospheric column (from around the mean tropopause height to 30 km). In
terms of error budget, extensive error analysis has been performed by
Sepúlveda et al. (2014) and Sussmann et al. (2011). It has been
determined that spectroscopic parameters almost exclusively determine the
systematic error and amount to <inline-formula><mml:math id="M154" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 2.5 % while statistical errors,
dominated by baseline uncertainties and measurement noise, sum up to
<inline-formula><mml:math id="M155" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 1 % (Sepúlveda et al., 2014).</p>
      <p>As illustrated in Fig. 3, the information content of our retrievals sets the
upper and lower limits of our tropospheric and stratospheric
columns respectively at the vicinity of the mean tropopause height of the station.
Therefore, the typical vertical sensitivity range of our retrieval restricts
our definition of a purely tropospheric component. Indeed, our tropospheric
column as previously defined may potentially include a stratospheric
contribution due to tropopause altitude variation, hence preventing the
sampling of the free tropospheric column in some cases (Sepúlveda et al.,
2014).</p>
</sec>
</sec>
</sec>
<sec id="Ch1.S3">
  <title>Methane changes since 2005</title>
      <p>We characterize the global increase of methane total column from 10 NDACC
stations since 2005 and over 10 years' worth of observations, with a mean
annual growth ranging from 0.26 <inline-formula><mml:math id="M156" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.02 (Wollongong, 2<inline-formula><mml:math id="M157" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> level of
uncertainty) to 0.39 <inline-formula><mml:math id="M158" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.09 % year<inline-formula><mml:math id="M159" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (Toronto). Observational
methane time series anomalies and their changes (along with their associated
uncertainties) since 2005.0, illustrated in green in Fig. 4 and detailed in
Table 2, have been analysed for all 10 sites using the statistical bootstrap
resampling tool. They account for a linear component and a Fourier series, taking
into account the intra-annual variability of the data set (Gardiner et al.,
2008). As in Mahieu et al. (2014), the order of the Fourier series is adapted
to each data set depending on its sampling, i.e. limiting the order for the
polar sites for which only a partial representation of the seasonality is
available. Anomalies of methane total column time series, illustrated in
Figs. 2 and 5, have been computed using the methane total column computed by the
linear component of the statistical bootstrap tool on 1 January 2005, as a
reference. Table 2 shows trends of methane total column computed from FTIR
observations over the 2005–2014 and 2005–2012 time periods as well as from
a tagged GEOS-Chem simulation between 2005 and 2012. The latter is further
discussed in Sect. 3.1.2.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><caption><p>Methane total column mean annual change in % year<inline-formula><mml:math id="M160" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> with
respect to 2005.0 (2006.0 for Eureka), for the FTIR time series between 2005
and 2014 (in blue), the NDACC FTIR time series between 2005 and 2012 (in dark
blue), and the GEOS-Chem simulation between 2005 and 2012 (in orange). Grey
error bars represent 2<inline-formula><mml:math id="M161" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> uncertainty.</p></caption>
        <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017-f04.jpg"/>

      </fig>

      <p>On a regional scale, we compared our results with annual changes of methane
as computed over the 2005–2014 time period from surface GC-MD observations
(Gas Chromatography – MultiDetector) carried out in the framework of the AGAGE
programme (Advanced Global Atmospheric Gases Experiment, Prinn et al., 2000)
and from in situ surface measurements taken in the framework of the NOAA
(National Oceanic and Atmospheric Administration) ESRL (Earth System Research
Laboratory) carbon cycle air sampling network (Dlugokencky et al., 2015).
Five representative observation sites have been considered: Alert (Nunavut,
Canada, 82.45<inline-formula><mml:math id="M162" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N, <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>62.51</mml:mn></mml:mrow></mml:math></inline-formula><inline-formula><mml:math id="M164" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E, 200.00 m a.s.l.,
Dlugokencky et al., 2015), Mace Head (Ireland, 53.33<inline-formula><mml:math id="M165" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N,
<inline-formula><mml:math id="M166" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>9.90</mml:mn></mml:mrow></mml:math></inline-formula><inline-formula><mml:math id="M167" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E, 5.00 m a.s.l., Prinn et al., 2000), Izaña
(28.29<inline-formula><mml:math id="M168" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N, 16.48<inline-formula><mml:math id="M169" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W, 2372.90 m a.s.l., Dlugokencky et
al., 2015), Cape Grim (Australia, 40.68<inline-formula><mml:math id="M170" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 144.69<inline-formula><mml:math id="M171" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> E,
94.00 m a.s.l., Prinn et al., 2000), and Halley (United Kingdom,
75.61<inline-formula><mml:math id="M172" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S, 26.21<inline-formula><mml:math id="M173" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W, 30.00 m a.s.l., Dlugokencky et al.,
2015).</p>
      <p><?xmltex \hack{\newpage}?>Firstly, in situ measurements collected at Alert, representative of the
northern polar region, show an increase of methane of
0.29 <inline-formula><mml:math id="M174" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.02 % year<inline-formula><mml:math id="M175" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (or 5.40 <inline-formula><mml:math id="M176" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.41 ppb year<inline-formula><mml:math id="M177" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)
since 2006, which is in agreement with our FTIR observations at Eureka with a
mean annual change of 0.28 <inline-formula><mml:math id="M178" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.05 % year<inline-formula><mml:math id="M179" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. For the northern
midlatitudes, we find an agreement between changes of methane as computed
from surface measurements at Mace Head with an increase of
0.30 <inline-formula><mml:math id="M180" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.02 % year<inline-formula><mml:math id="M181" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (or 5.58 <inline-formula><mml:math id="M182" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.32 ppb year<inline-formula><mml:math id="M183" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)
and from our FTIR observations. Indeed, we observe consistent increases of
methane of 0.32 <inline-formula><mml:math id="M184" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03, 0.27 <inline-formula><mml:math id="M185" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03, and
0.29 <inline-formula><mml:math id="M186" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.08 % year<inline-formula><mml:math id="M187" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> since 2005 at Zugspitze, Jungfraujoch,
and Toronto. Comparisons between changes of methane from FTIR
and in situ surface measurements have also been taken for the Izaña
station and show a close to statistical agreement with a mean
annual increase of 0.33 <inline-formula><mml:math id="M188" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.01 and
0.28 <inline-formula><mml:math id="M189" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.02 % year<inline-formula><mml:math id="M190" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> respectively. In the Southern Hemisphere, AGAGE GC-MD
measurements of methane at Cape Grim, representative of the midlatitudes,
shows a mean annual increase of 0.31 <inline-formula><mml:math id="M191" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.01 % year<inline-formula><mml:math id="M192" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (or
5.40 <inline-formula><mml:math id="M193" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.16 ppb year<inline-formula><mml:math id="M194" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) which is in agreement with FTIR changes
at Lauder of 0.29 <inline-formula><mml:math id="M195" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03 % year<inline-formula><mml:math id="M196" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. However, we should note
the slightly larger mean annual changes of methane of Cape Grim in situ
observations with respect to Wollongong FTIR measurements. Indeed, it needs
to be mentioned that FTIR measurements before the instrument change in 2007
(Bomem DA8 vs. Bruker IFS 125HR; see Table 1) show noisier results. These
noisier observations at the beginning of the time period under investigation
may affect the relatively small annual changes of methane overall. As a
result, the 2005–2007 time series shows no changes of methane while the
2007–2014 time period shows a mean annual change of
0.32 <inline-formula><mml:math id="M197" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03 % year<inline-formula><mml:math id="M198" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (or <inline-formula><mml:math id="M199" display="inline"><mml:mrow><mml:mn>11.94</mml:mn><mml:mo>±</mml:mo><mml:mn>1.03</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mn>16</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> molecules cm<inline-formula><mml:math id="M200" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> year<inline-formula><mml:math id="M201" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) with respect to 2007.0, which is
in agreement with both Lauder FTIR and Cape Grim GC-MD methane changes since
2005. Finally, we computed a mean annual change of methane of
0.32 <inline-formula><mml:math id="M202" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.01 % year<inline-formula><mml:math id="M203" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (or 5.45 <inline-formula><mml:math id="M204" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.14 ppb year<inline-formula><mml:math id="M205" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)
from in situ surface measurements taken at Halley, which is in good
agreement with the mean annual change of methane computed from FTIR Arrival
Heights retrievals that amounts to 0.32 <inline-formula><mml:math id="M206" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.07 % year<inline-formula><mml:math id="M207" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>.</p>
      <p>In summary, we observe from NDACC FTIR measurements a global average
annual change of methane of 0.31 <inline-formula><mml:math id="M208" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03 % year<inline-formula><mml:math id="M209" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (averaged
over 10 stations, 2<inline-formula><mml:math id="M210" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> level of uncertainty) which is in agreement with a
mean annual change of 0.31 <inline-formula><mml:math id="M211" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.01 % year<inline-formula><mml:math id="M212" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (or
5.51 <inline-formula><mml:math id="M213" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.17 ppb year<inline-formula><mml:math id="M214" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), as computed from the monthly global
means of baseline data derived from AGAGE measurements (Prinn et al., 2000).</p>
      <p>In addition, analyses of tropospheric and stratospheric partial columns
changes show tropospheric mean annual changes of methane that are statistically in
agreement (at the 2<inline-formula><mml:math id="M215" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> level) with changes of total column over the
2005–2014 time period. Mean annual changes from the Atmospheric Chemistry
Experiment Fourier transform spectrometer methane research product (ACE-FTS,
Bernath et al., 2005) have also been examined. For consistent comparison,
ACE-FTS stratospheric columns of methane have been defined in the same way as
the stratospheric FTIR product, i.e. from the average tropopause height of
the station to 30 km. Changes of stratospheric methane according to ACE-FTS
retrievals are statistically in agreement with our NDACC FTIR changes of
stratospheric columns and show small to non-significant changes of methane in
the stratosphere. Indeed, changes of stratospheric methane according to the
ACE-FTS methane research product (Buzan et al., 2016) are not significant and
amount to <inline-formula><mml:math id="M216" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.12</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M217" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.13 % year<inline-formula><mml:math id="M218" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> for the northern
high latitudes, 0.10 <inline-formula><mml:math id="M219" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.30 for northern midlatitudes,
0.08 <inline-formula><mml:math id="M220" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.24 for the tropical region, <inline-formula><mml:math id="M221" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.10</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M222" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.31 for the
southern midlatitudes, and <inline-formula><mml:math id="M223" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.04</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M224" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.14 % year<inline-formula><mml:math id="M225" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> for the
southern high latitudes.</p>
<sec id="Ch1.S3.SS1">
  <title>GEOS-Chem-tagged simulation</title>
      <p>GEOS-Chem (version 9-02:
<uri>http://acmg.seas.harvard.edu/geos/doc/archive/man.v9-02/index.html</uri>,
Turner et al., 2015) is a global 3-D chemistry transport model (CTM) capable
of simulating global trace gas and aerosol distributions. GEOS-Chem is driven
here by assimilated meteorological fields from the Goddard Earth Observing
System version 5 (GEOS-5) of the NASA Global Modeling Assimilation Office
(GMAO). The GEOS-5 meteorological data have a temporal frequency of 6 h
(3 h for mixing depths and surface properties) and are at a native
horizontal resolution of <inline-formula><mml:math id="M226" display="inline"><mml:mrow><mml:msup><mml:mn>0.5</mml:mn><mml:mo>∘</mml:mo></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>0.667</mml:mn><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> with 72 hybrid
pressure-<inline-formula><mml:math id="M227" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> levels describing the atmosphere from the surface up to
0.01 hPa. In the framework of this study, the GEOS-5 fields are degraded for
model input to a <inline-formula><mml:math id="M228" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">2</mml:mn><mml:mo>∘</mml:mo></mml:msup><mml:mo>×</mml:mo><mml:msup><mml:mn>2.5</mml:mn><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> horizontal resolution and
47 vertical levels by collapsing levels above <inline-formula><mml:math id="M229" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 80 hPa. GEOS-Chem has
been extensively evaluated in the past (van Donkelaar et al., 2012; Park et
al., 2006, 2004; Zhang et al., 2011, 2012). These studies show a good
simulation of global transport with no apparent biases.</p>
      <p>Emissions for the GEOS-Chem simulations are from the EDGAR v4.2 anthropogenic
methane inventory (European Commission, 2011), the wetland model from Kaplan (2002) as
implemented by Pickett-Heaps et al. (2011), the GFED3 biomass burning
inventory (van der Werf et al., 2010), a termite inventory and soil
absorption from Fung et al. (1991), and a biofuel inventory from Yevich and
Logan (2003). Wetland emissions vary with local temperature, inundation, and
snow cover. Open fire emissions are specified with 8 h temporal resolution.
Other emissions are assumed seasonal. Methane loss is mainly by reaction
with the OH radical. We use a 3-D archive of monthly average OH
concentrations from Park et al. (2004). The resulting atmospheric lifetime of
methane is 8.9 years, consistent with the observational constraint of
9.1 <inline-formula><mml:math id="M230" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.9 years (Prather et al., 2012).</p>
      <p>The GEOS-Chem model output presented here covers the period
January 2005–December 2012, for which the GEOS-5 meteorological fields are
available. For this simulation, we use the best emission inventories
available as implemented in version 9-02 of the model and rely on the spatial
and temporal distributions of emissions. This tagged simulation includes
11 tracers: 1 tracer for the soil absorption sink (sa) and 10 tracers for
sources: gas and oil (ga), coal (co), livestock (li), waste management (wa),
biofuels (bf), rice cultivation (ri), biomass burning (bb), wetlands (wl),
other natural emissions (on) and other anthropogenic (oa) emissions. We have
used a 1-year run for spin-up from January to December 2004, restarted
70 times for initialization of the tracer concentrations. The model outputs
consist of methane mixing ratio profiles saved at a 3 h time frequency and
at the closest pixel to each NDACC station. To account for the vertical
resolution and sensitivity of the FTIR retrievals, the individual
concentration profiles simulated by GEOS-Chem are interpolated onto the FTIR
vertical grid (see next section for description of regridding).</p>
<sec id="Ch1.S3.SS1.SSS1">
  <title>Data regridding and processing</title>
      <p>In order to perform a proper comparison between the GEOS-Chem outputs and our
NDACC FTIR observations, we accounted for their respective spatial domains and
used a conservative regridding scheme so that the total mass of the tracer is
preserved (both locally and globally over the entire vertical profile). This
was achieved using an algorithm similar to the one described in Sect. 3.1 of
Langerock et al. (2015). To this end, time-dependent elevation coordinates
are first calculated for the model outputs using grid-box height data and
topography data are regridded onto the GEOS-Chem horizontal grid before
conservative regridding.</p>
      <p>The model outputs (source grid) are then regridded onto an
observation-compliant destination grid through our conservative regridding
scheme that includes a nearest-neighbour interpolation and a vertical
regridding. The vertical destination grid corresponds to the retrieval grid
adopted for each station. Regridded fields (tracer mixing-ratio) may have
undefined values for cells of the destination grid that do not overlap with
the model source grid. For grid cells that partially overlap the model grid,
we apply a “mask tolerance”, i.e., a relative overlapping volume threshold
below which the value of the grid cell will be set as undefined. This may
introduce conservation errors, but since partially overlapping cells are
likely to occur only at the top level of the model vertical grid, these
errors can be neglected for species that usually have a low mixing ratio at
that level, such as methane.</p>
      <p>To account for the vertical resolution and sensitivity of the FTIR
retrievals, the individual concentration profiles simulated by GEOS-Chem are
averaged into daily profiles (including day and night simulation) and
smoothed according to:
              <disp-formula id="Ch1.E2" content-type="numbered"><mml:math id="M231" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">x</mml:mi><mml:mtext>smooth</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="bold-italic">x</mml:mi><mml:mtext>a</mml:mtext></mml:msub><mml:mo>+</mml:mo><mml:mi mathvariant="bold">A</mml:mi><mml:mfenced close=")" open="("><mml:msub><mml:mi mathvariant="bold-italic">x</mml:mi><mml:mtext>m</mml:mtext></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="bold-italic">x</mml:mi><mml:mtext>a</mml:mtext></mml:msub></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M232" display="inline"><mml:mi mathvariant="bold">A</mml:mi></mml:math></inline-formula> is the FTIR averaging kernels, <inline-formula><mml:math id="M233" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">x</mml:mi><mml:mtext>m</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the daily
mean profile as simulated by the GEOS-Chem model regridded to the observation
retrieval grid and <inline-formula><mml:math id="M234" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">x</mml:mi><mml:mtext>a</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> the FTIR a priori used in the
retrieval according to the formalism of Rodgers (1990). Averaging kernels are
seasonal averages combining individual matrices from FTIR retrievals.
Concerning the methane tracers, we constructed vertical a priori profiles for
each of them by scaling the methane a priori employed for each station in
order to smooth them as well. To this end, we determined for the 10 sites
the contribution of each tracer to the total methane on the basis of the mean
budget simulated by the model over the 2005–2012 time period.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5" specific-use="star"><caption><p>Daily mean CH<inline-formula><mml:math id="M235" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> total column anomalies with respect to 2005.0 (in
%) for 10 NDACC stations between 2005 and 2014 for NDACC FTIR
observations (in blue) and between 2005 and 2012 for the smoothed GEOS-Chem
simulation (in orange) along with their respective linear component of the
bootstrap fit in blue and brown.</p></caption>
            <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017-f05.png"/>

          </fig>

</sec>
<sec id="Ch1.S3.SS1.SSS2">
  <title>GEOS-Chem simulation vs NDACC FTIR observations</title>
      <p>As we previously pointed out, since the information content of the FTIR
retrievals prevents a pure tropospheric component from being retrieved, we will
focus on comparisons between FTIR and GEOS-Chem total columns. Due to the
availability of the GEOS-5 meteorological fields and to ensure consistency,
we limited our comparison of methane changes between FTIR observations and
the GEOS-Chem simulation over the 2005–2012 time period. It is, however, worth
mentioning that methane changes as observed by our FTIR observations are in
agreement for all 10 stations (see Fig. 4 and Table 2) between both time
periods, i.e. 2005–2012 and 2005–2014.</p>
      <p>Firstly, comparisons between FTIR observations and the smoothed GEOS-Chem
simulation over the 2005–2012 time period have been performed for each NDACC
station on days when observations are available. Both time series are
illustrated in Fig. 5 as anomalies with respect to 2005.0 (see corresponding
reference columns in Table 3). We report a good agreement between FTIR and
GEOS-Chem methane with no systematic bias (see definition of mean fractional
differences given in Sect. 2.2.1 and Eq. 2 in Strong et al., 2008), except for
the Tsukuba, Lauder and Arrival Heights stations where GEOS-Chem shows a
systematic bias of <inline-formula><mml:math id="M236" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>3.2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M237" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3.1, 2.3 <inline-formula><mml:math id="M238" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.7, and
4.8 <inline-formula><mml:math id="M239" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3.5 % (2<inline-formula><mml:math id="M240" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> level of uncertainty), with their respective
FTIR observations. Since we defined the methane anomaly at 0 % in 2005.0
(or 2006.0 for Eureka) for both our observations and the GEOS-Chem
simulation, we consequently corrected this observed bias in Fig. 5. On the
other hand, we observe a slight phase offset between FTIR and GEOS-Chem
seasonal cycles for Izaña and Tsukuba. Indeed, GEOS-Chem simulates the
maximum methane column 85 days ahead of FTIR measurements for Izaña while
it shows a delay of 92 days with respect to the Tsukuba FTIR time series. It
should, however, be pointed out that the seasonal cycle's amplitude is well
reproduced by GEOS-Chem with a peak-to-peak amplitude of
5.0 <inline-formula><mml:math id="M241" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.9 % for Tsukuba and of 3.6 <inline-formula><mml:math id="M242" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.5 % for Izaña
while the methane seasonal cycle from FTIR measurements shows a peak-to-peak
amplitude of 5.9 <inline-formula><mml:math id="M243" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.7 and 4.3 <inline-formula><mml:math id="M244" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.8 % respectively.</p>
      <p>Regarding the increase of methane, the simulation by GEOS-Chem
indicates a mean annual increase ranging from 0.31 <inline-formula><mml:math id="M245" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03 to
0.43 <inline-formula><mml:math id="M246" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.06 % year<inline-formula><mml:math id="M247" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and a globally averaged annual change of
0.35 <inline-formula><mml:math id="M248" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03 % year<inline-formula><mml:math id="M249" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> with respect to 2005.0 (averaged over
10 stations, 2<inline-formula><mml:math id="M250" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> level of uncertainty). Mean annual changes of total
columns of methane between 2005 and 2012 for both FTIR measurements and the
GEOS-Chem simulation are illustrated in Fig. 4 in blue and orange
respectively. In terms of the methane increase, the model is in good agreement
(within error bars) with the observations except for Jungfraujoch, Izaña,
and Wollongong where GEOS-Chem shows an overestimation of the methane
increase.</p>
      <p>We first discuss the possible causes of the slight trend discrepancy between
FTIR observations at Jungfraujoch and Zugspitze as well as with GEOS-Chem for
both stations. Indeed, despite their proximity (<inline-formula><mml:math id="M251" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 250 km apart) and
their respective altitude of 3580 and 2954 m, both Alpine sites show
distinct influences from local thermal-induced vertical transport. At
mountain-type sites, subsidence is predominant for anticyclonic weather
conditions, resulting in adiabatic warming and cloud dissipation. The clear-sky and strong radiation conditions lead to the convective growth of the
atmospheric boundary layer (ABL) and induce thermal injections of ABL air to
the high-altitude observation sites (Collaud Coen et al., 2011; Henne et al.,
2005; Nyeki et al., 2000). In addition, mountain venting induced by higher
temperatures allows ABL air to be transported to the free troposphere, often
occurring in summer (between April and August; Henne et al., 2005;
Kreipl, 2006). While the Jungfraujoch site is a remote site, mostly influenced
by free tropospheric air masses with incursions of ABL air masses during
50 % of the spring and summer (Collaud Coen et al., 2011; Henne et
al., 2005, 2010; Okamoto and Tanimoto, 2016; Zellweger et al., 2000, 2003),
the Zugspitze site is more often influenced by the ABL (Henne et al., 2010).
In summer, when the influence of the ABL is the largest, the observed
changes are in very close agreement, with 0.25 <inline-formula><mml:math id="M252" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.06 and
0.26 <inline-formula><mml:math id="M253" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.09 % year<inline-formula><mml:math id="M254" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> respectively. Moreover, it has been
established that vertical export of air masses above mountainous terrain is
presently poorly represented in global CTMs (Henne et al., 2004). Mean annual
changes of GEOS-Chem methane agree with the observations in summer during
the influence of the ABL, with 0.33 <inline-formula><mml:math id="M255" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04 and
0.27 <inline-formula><mml:math id="M256" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.08 % year<inline-formula><mml:math id="M257" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> for Jungfraujoch and Zugspitze
respectively. In contrast, GEOS-Chem shows mean annual winter changes of
0.23 <inline-formula><mml:math id="M258" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.11 and 0.19 <inline-formula><mml:math id="M259" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.09 % year<inline-formula><mml:math id="M260" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> which
agree with observed changes at Zugspitze but not with changes at Jungfraujoch.
Since comparisons between FTIR measurements and GEOS-Chem methane show a
disagreement on the methane changes during winter at Jungfraujoch, this
seasonal analysis of changes of methane at mountainous observation sites
emphasizes the current poorly modelled representation of summer versus winter thermal
convection of air masses from the boundary layer to the free troposphere.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6" specific-use="star"><caption><p>Year-to-year relative changes in CH<inline-formula><mml:math id="M261" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> total columns due to each
emission source (see colour codes) for each station (see codes in Table 1)
derived from GEOS-Chem. Brown circles represent the year-to-year relative
changes of the methane sink due to soil absorption. Red circles illustrate
the cumulative year-to-year methane change.</p></caption>
            <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://acp.copernicus.org/articles/17/2255/2017/acp-17-2255-2017-f06.png"/>

          </fig>

      <p>Regarding Izaña, it is worth mentioning that the FTIR methane total
column time series shows a smaller seasonal cycle. Indeed, the combination of
no local emission sources in the vicinity of Izaña, good mixing of air
masses and a regular solar insolation associated with more constant OH
amounts leads to a dampened seasonal cycle (Dlugokencky et al., 1994) at that
site. Therefore, small annual changes of methane and smaller uncertainty on
the mean annual change computed by the bootstrap method complicates the
agreement between the FTIR and GEOS-Chem methane changes. However, as
mentioned above, it should be pointed out that the amplitude of this smaller
seasonal cycle is well reproduced by the GEOS-Chem simulation.</p>
      <p>Regarding Wollongong, as already pointed out, noisier observations at the
beginning of the period of interest may affect the relatively small annual
changes of methane overall. In addition, one should not forget that sites
such as Izaña or Wollongong can be challenging sites for models to
reproduce due to the topography and land–sea contrast (Kulawik et al., 2016).</p>
</sec>
<sec id="Ch1.S3.SS1.SSS3">
  <title>Tagged simulation analysis</title>
      <p>The GEOS-Chem-tagged simulation, which provides the contribution of each
tracer to the total simulated methane, enables us to quantify and express
the contribution of each tracer to the global methane increase. In order to
do so, we considered year-to-year relative changes according to the
following equation:
              <disp-formula id="Ch1.E3" content-type="numbered"><mml:math id="M262" display="block"><mml:mrow><mml:mi>Y</mml:mi><mml:mi>C</mml:mi><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mo>(</mml:mo><mml:mtext>in</mml:mtext><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced close=")" open="("><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mfenced></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mrow><mml:mtext>tot</mml:mtext><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M263" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the annual mean of the simulated methane for the year <inline-formula><mml:math id="M264" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula>.
The year-to-year relative changes are computed so that when we assume a
relative change of a tracer for the year <inline-formula><mml:math id="M265" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula>, it is expressed with respect to
the previous year <inline-formula><mml:math id="M266" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> using <inline-formula><mml:math id="M267" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mrow><mml:mtext>tot</mml:mtext><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> the annual mean of
the simulated cumulative methane for the year <inline-formula><mml:math id="M268" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> as a reference.
Averages of the individual relative year-to-year changes of total methane are in
agreement with the mean annual change computed by the bootstrap method within
error bars (2<inline-formula><mml:math id="M269" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> level uncertainty; Table 2). Therefore, the considered
relative year-to-year changes of each tracer and for each site are
illustrated in Fig. 6. The first three contributors to the annual methane
change over the 2005–2012 time period are displayed for each site in
Table B1 (see Appendix B) along with the cumulative relative increase for the
whole 2005–2012 time period.</p>
      <p>On a global scale, we observe from the tracer analysis as simulated by
GEOS-Chem that natural emission sources such as emissions from wetlands and
biomass burning fluctuate interannually, thus are the dominant
contributors to the interannual variability in methane surface emissions.
This is in agreement with the finding of Bousquet et al. (2011), who report
that fluctuations in wetland emissions are the dominant contribution to
interannual variability in surface emissions, explaining 70 % of the
global emission anomalies over the past 2 decades, while biomass burning
contributes only 15 %. Regarding wetland emissions, the simulation shows
a mean net increase of methane in 2006 of <inline-formula><mml:math id="M270" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>0.30 % (mean value over all
sites) attributed to the tracer. In 2007–2008, GEOS-Chem simulates a
stabilization of methane in the atmosphere due to the reduction of wetland
emissions. Indeed, we observe either a slightly negative change in wetland
methane of <inline-formula><mml:math id="M271" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.08</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M272" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.07 and of <inline-formula><mml:math id="M273" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.08</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M274" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.04 %
respectively in 2008 and 2009 (mean values over all sites) or a minor
increase not larger than 0.07 % in Arrival Heights (in 2009), in Tsukuba
(in 2008) and in the high-latitude sites (i.e. Eureka and Kiruna in 2008 and
2009). On the other hand, the biomass burning tracer globally shows a net
increase of 0.10 <inline-formula><mml:math id="M275" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.01 % in 2007 likely due to the major fire
season in tropical South America (Bloom et al., 2015) and a net decrease of
<inline-formula><mml:math id="M276" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.09</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M277" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.01 % in 2009 and of <inline-formula><mml:math id="M278" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.07</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M279" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.01 % in 2012
with respect to the previous year. On the sink side, we find a negative phase
between the relative year-to-year changes of the soil absorption tracer and
the total methane simulated by GEOS-Chem except for Izaña where it
remains positive over the time period studied.</p>
      <p>On a local scale, we observe a slow-down of the increase in 2010 at
midlatitude sites (i.e. Zugspitze, Jungfraujoch, Toronto) and in 2011 at
Tsukuba and at the high-latitude sites of Eureka and Kiruna. Following this
stabilization phase, European sites find a substantial increase of more than
1.15 % in 2011 with respect to the previous year which is mainly due to
an anomaly of wetlands emissions (<inline-formula><mml:math id="M280" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>0.38 %) but also as a result of a
relative increase of <inline-formula><mml:math id="M281" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>0.21 and <inline-formula><mml:math id="M282" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula>0.17 % of emissions from livestock
and coal. The Izaña site presents the most regular increase,
mainly due to a smaller variability over the whole time period (seasonal
cycle of Izaña previously discussed in Sect. 3.1.2.). In contrast,
methane over Arrival Heights shows high variability from one year to another,
which illustrates how dynamically sensitive the polar air is to transport
from lower latitudes (Strahan et al., 2015).</p>
      <p>Finally, regarding anthropogenic emissions, with positive year-to-year
changes during the whole 2005–2012 time period, the coal and the gas and oil
emissions both regularly increase over time. According to the
GEOS-Chem-tagged simulation, they rank as the most important
anthropogenic contributors to methane changes for all stations (see
Appendix B) and thus substantially contribute to the total methane increase.
In fact, the coal and the gas and oil tracers respectively comprise a third
(32 %) and almost a fifth (18 %) of the cumulative increase of
methane over the 2005–2012 time period while their respective emissions are
responsible for only 7.5 and 12.5 % of the methane budget. As a
comparison, the cumulative increase of methane emitted from wetlands amounts
to 16 % of the total increase since 2005, while wetland emissions make up
34 % of the methane budget.</p>
</sec>
</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <title>Discussion and conclusions</title>
      <p>The cause of the methane increase since the mid-2000s has often been
discussed and still has not been completely resolved (Aydin et al., 2011;
Bloom et al., 2010; Dlugokencky et al., 2009; Hausmann et al., 2016; Kirschke
et al., 2013; Nisbet et al., 2014; Rigby et al., 2008; Ringeval et al., 2010;
Schaefer et al., 2016; Sussmann et al., 2012). On the sink side, Rigby et
al. (2008) identified a decrease of OH radicals with a large uncertainty (<inline-formula><mml:math id="M283" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M284" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 14 %) from 2006 to 2007 while Montzka et al. (2011) found a
small drop of <inline-formula><mml:math id="M285" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 1 % year<inline-formula><mml:math id="M286" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, which might have contributed to
the enhanced methane in the atmosphere. On the other hand, Bousquet et
al. (2011) reported that the changes in OH remain small (<inline-formula><mml:math id="M287" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 1 % over
the 2006–2008 time period). Nevertheless, observations of small interannual
variations are in agreement with the understanding that perturbations in the
atmospheric composition generally buffer the global OH concentrations
(Dentener, 2003; Montzka et al., 2011).</p>
      <p>The small to non-significant changes of methane in the stratosphere, as
reported from the analysis of the ACE-FTS methane research product, confirm that
the increase of methane takes place in the troposphere. It is indeed driven
by increasing sources emitted from the ground (Bousquet et al., 2011; Nisbet
et al., 2014; Rigby et al., 2008), primarily affecting its tropospheric
abundance and justifying the need for a source-oriented analysis of this
recent increase.</p>
      <p>Our analysis of the GEOS-Chem-tagged simulation determines that secondary
contributors to the global budget of methane, such as coal mining and gas and oil
transport and exploitation, have played a major role in the increase of
atmospheric methane observed since 2005. However, while the simulation we
used comprises the best emission inventories available so far, it has its
limitations. Firstly, Schwietzke et al. (2014), Bergamaschi et al. (2013) and
Bruhwiler et al. (2014) reported that the EDGAR v4.2 emission inventory
overestimates the recent emission growth in Asia. Indeed, Turner et
al. (2015) reported from a global GOSAT (Greenhouse gases Observing
SATellite) inversion that Chinese methane emissions from coal mining are too
large by a factor of 2. Other regional discrepancies between the EDGAR v4.2
inventory and the GOSAT inversion such as an increase in wetland emissions in
South America and an increase in rice emissions in South-east Asia, have been
pointed out by Turner et al. (2015) as well. On the other hand, it has been
shown that the current emissions inventories, including EDGAR v4.2,
underestimate the emissions of methane associated with the gas and oil use
and exploitation, as well as livestock emissions (Franco et al., 2015, 2016;
Turner et al., 2015, 2016). Furthermore, Lyon et al. (2016) pointed out that
emissions from oil and gas well pads may be missing from most bottom-up
emission inventories. The problem of the source identification clearly
resides in the need for a better characterization of anthropogenic emissions
and especially in emissions of methane from the oil and gas and livestock
sectors.</p>
      <p>Concerning the oil and gas emissions, ethane has shown a sharp increase since
2009 of <inline-formula><mml:math id="M288" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 5 % year<inline-formula><mml:math id="M289" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> at midlatitudes and of
<inline-formula><mml:math id="M290" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 3 % year<inline-formula><mml:math id="M291" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> at remote sites (Franco et al., 2016) which is
attributed to the recent massive growth of oil and gas exploitation in the
North American continent, with the geographical origin of these additional
emissions confirmed by Helmig et al. (2016). Since ethane shares an
anthropogenic source of methane, i.e. the production, transport and use of
natural gas and the leakage associated to it (at 62 %; Logan et al.,
1981; Rudolph, 1995), Franco et al. (2016) were able to estimate an increase
of oil and gas methane emissions ranging from 20 Tg year<inline-formula><mml:math id="M292" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> in 2008 to
35 Tg year<inline-formula><mml:math id="M293" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> in 2014, using the C<inline-formula><mml:math id="M294" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>H<inline-formula><mml:math id="M295" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msub><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo></mml:mrow></mml:math></inline-formula> CH<inline-formula><mml:math id="M296" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> ratio
derived from GOSAT measurements as a proxy, confirming the influence of
fossil fuel and gas production emissions impact on the observed methane
increase. Moreover, Hausmann et al. (2016) reported an oil and gas
contribution to the renewed methane in Zugspitze of 39 % over the
2007–2014 time period based on a C<inline-formula><mml:math id="M297" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>H<inline-formula><mml:math id="M298" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msub><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo></mml:mrow></mml:math></inline-formula> CH<inline-formula><mml:math id="M299" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> ratio derived from
an atmospheric two-box model. However, as Kort et al. (2016) and Peischl et
al. (2016) pointed out, the variability in the C<inline-formula><mml:math id="M300" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>H<inline-formula><mml:math id="M301" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msub><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo></mml:mrow></mml:math></inline-formula> CH<inline-formula><mml:math id="M302" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula>
ratio associated to oil and gas production needs to be taken into account in
a more rigorous manner as the strength of the C<inline-formula><mml:math id="M303" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>H<inline-formula><mml:math id="M304" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msub><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo></mml:mrow></mml:math></inline-formula> CH<inline-formula><mml:math id="M305" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula>
relationship strongly depends on the studied region and/or production basin.</p>
      <p>In conclusion, we report changes of atmospheric methane between 2005 and 2014
from FTIR measurements taken at 10 ground-based NDACC observation sites
for the first time. From the 10 NDACC methane time series, we computed a
mean global annual increase of total column methane of
0.31 <inline-formula><mml:math id="M306" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03 % year<inline-formula><mml:math id="M307" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (averaged over 10 stations, 2<inline-formula><mml:math id="M308" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula>
level of uncertainty), using 2005.0 as reference, which is consistent with
methane changes computed from in situ measurements. From the GEOS-Chem-tagged
simulation, accounting for 11 tracers (10 emission sources and one sink) and
covering the 2005–2012 time period, we computed a mean annual change of
methane of 0.35 <inline-formula><mml:math id="M309" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.03 % year<inline-formula><mml:math id="M310" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> since 2005, which is globally
in good agreement with the FTIR mean annual changes. In addition, we
presented a detailed analysis of the GEOS-Chem tracer changes on both global
and local scales over the 2005–2012 time period. To this end, we considered
relative year-to-year changes in order to quantify the contribution of each
tracer to the global methane change since 2005. According to the GEOS-Chem
tagged simulation, wetland methane contributes mostly to the interannual
variability while sources that contribute the most to the observed increase
of methane since 2005 are mainly anthropogenic: coal mining, gas and
oil exploitation, and livestock (from largest to smallest contribution).
While we showed that GEOS-Chem agrees with our observations and consequently
with the in situ measurements, the repartition between the different sources of
methane would greatly benefit from an improvement of the global emission
inventories. As an example, Turner et al. (2015) suggested that EDGAR v4.2
underestimates the US oil and gas and livestock emissions while
overestimating methane emissions associated to coal mining. From the emission
source shared by both ethane and methane and from various ethane studies, it
is clear that further attention has to be given to improved anthropogenic
methane inventories, such as emission inventories associated with fossil fuel
and natural gas production. This is essential in a context of the energy
transition that includes the development of shale gas exploitation.</p>
      <p>Finally, it is worth mentioning that Schaefer et al. (2016) argue with the
fact that thermogenic emissions of methane are responsible for the renewed
increase of methane during the mid-2000s. Indeed, from methane isotopologue
observations and a one-box model deriving global emission strength and
isotopic source signature, Schaefer et al. (2016) reports that the recent
methane increase is predominantly due to biogenic emission sources such as
agriculture and climate-sensitive natural emissions. These results contrast
with the context of a booming natural gas production and the resumption of
coal mining in Asia. However, it is also worth noting that the
<inline-formula><mml:math id="M311" display="inline"><mml:msup><mml:mi/><mml:mn>13</mml:mn></mml:msup></mml:math></inline-formula>C <inline-formula><mml:math id="M312" display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula> <inline-formula><mml:math id="M313" display="inline"><mml:msup><mml:mi/><mml:mn>12</mml:mn></mml:msup></mml:math></inline-formula>C and D <inline-formula><mml:math id="M314" display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula> H ratio of atmospheric methane show
distinctive isotope signature depending on the source type (Bergamaschi,
1997; Bergamaschi et al., 1998; Quay et al., 1999; Snover et al., 2000;
Whiticar and Schaefer, 2007). In the same way, isotopic fractionation occurs
during sink processes with specific ratios depending on the removal pathway
(Gierczak et al., 1997; Irion et al., 1996; Saueressig et al., 2001; Snover
and Quay, 2000; Tyler et al., 2000). Therefore, the underexploited analysis
of the recent methane increase through trend analysis of methane
isotopologues, such as <inline-formula><mml:math id="M315" display="inline"><mml:msup><mml:mi/><mml:mn>13</mml:mn></mml:msup></mml:math></inline-formula>CH<inline-formula><mml:math id="M316" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> and CH<inline-formula><mml:math id="M317" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula>D, is an innovative way of
addressing the question of the source(s) responsible for the recent methane
increase.</p>
</sec>
<sec id="Ch1.S5">
  <title>Data availability</title>
      <p>Most of the data used in this publication were obtained as part of the
Network for the Detection of Atmospheric Composition Change (NDACC) and are
publicly available (see <uri>http://www.ndacc.org</uri>). Time series used to
produce Fig. 5, as well as GEOS-Chem-tagged
simulation<?xmltex \hack{\vadjust{\newpage}}?> time series, can be found on the
University of Liège's repository (see
<uri>http://orbi.ulg.ac.be/handle/2268/207090</uri>). In situ surface measurements
taken in the framework of the NOAA ESRL carbon cycle air sampling network
(Dlugokencky et al., 2015; version: 2015-08-03; date accessed: 9 May 2016)
are available at
<uri>ftp://aftp.cmdl.noaa.gov/data/trace_gases/ch4/flask/surface/</uri>. Surface
GC-MD observations carried out in the framework of the AGAGE programme (Prinn
et al., 2000; date accessed: 9 May 2016) are available at
<uri>http://agage.eas.gatech.edu/data_archive/agage/gc-md/</uri>.</p><?xmltex \hack{\clearpage}?>
</sec>

      
      </body>
    <back><app-group>

<app id="App1.Ch1.S1">
  <title>NDACC FTIR retrieval strategies</title>
      <p>Table A1 summarizes the retrieval parameters for methane for each station.
FTIR measurements are analysed as recommended either by Rinsland et
al. (2006), Sussmann et al. (2011), or Sepúlveda et al. (2012). The
spectral microwindows limits for the Eureka, Zugspitze, Toronto and
Wollongong stations are based on Sussmann et al. (2011) and use the
Hitran-2000 spectroscopic database including the release of the 2001 update (Rothman et
al., 2003) except for Toronto where Hitran 2008 was employed (Rothman et al.,
2009). The microwindows used for the Kiruna, Jungfraujoch, Izaña
observations are based on Sepulveda et al. (2012). For all interfering
species, Hitran 2008 parameters are used. For methane, ad hoc adjustments
carried out by KIT, IMK-ASF are used (D. Dubravica, personal communication,
December 2012; see also Dubravica et al., 2013). Finally, the microwindows used for
the Lauder and Arrival Heights observations are based on Rinsland et
al. (2006). In order to better appraise the relatively low humidity rates at
Jungfraujoch, a prefitting of the two microwindows (2611.60–2613.35 and
2941.65–2941.89) dedicated to water vapour and its isotopologue HDO is
performed and used as a priori for the actual retrieval.</p>
      <p>A priori profiles for target and interfering molecules are based on the Whole
Atmosphere Community Climate<?xmltex \hack{\vadjust{\newpage}}?> Model (version 5 or 6,
WACCM, e.g. Chang et al., 2008) climatology, except for Tsukuba, Lauder, and
Arrival Heights. A priori profiles for Tsukuba retrievals include monthly
averaged profiles made from aeroplane measurements over Japan by the National
Institute of Environmental Studies, Japan (NIES,
<uri>http://www.nies.go.jp/index-e.html</uri>). A priori profiles for Lauder
retrieval include annual mean of measurements from the Microwave Limb Sounder
(MLS, <uri>https://mls.jpl.nasa.gov/</uri>) and the Halogen Occultation Experiment
(HALOE, <uri>http://haloe.gats-inc.com/home/index.php</uri>) on board the Upper
Atmosphere Research Satellite (UARS, <uri>http://uars.gsfc.nasa.gov/</uri>) at
44<inline-formula><mml:math id="M318" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S in the framework of the UARS Reference Atmosphere Project
(URAP, Grooß and Russell, 2005). A priori profiles for Arrival Heights
retrievals include the zonal mean of measurements from the Atmospheric Trace
Molecule Spectroscopy Experiment (ATMOS) Spacelab 3 over the 14–65 km
altitude range (Gunson et al., 1996). As mentioned in the Sect. 2.2.2. of
this paper, a Tikhonov regularization (Tikhonov, 1963) is used and optimized
in order to limit the value of the degrees of freedom for signal (DOFS) to a
value of approximately 2 (Sussmann et al., 2011) except for Lauder and
Arrival Heights which use an optimal estimation method (OEM) based on the
formalism of Rodgers (1990). Averaged DOFS value and associated 1<inline-formula><mml:math id="M319" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula>
uncertainty are given in the last column of Table A1.</p><?xmltex \hack{\clearpage}?><?xmltex \floatpos{h!}?><table-wrap id="App1.Ch1.T1"><?xmltex \hack{\hsize\textwidth}?><caption><p>Retrieval parameters for each station.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{0.95}[0.95]?><oasis:tgroup cols="7">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="justify" colwidth="42.679134pt"/>
     <oasis:colspec colnum="3" colname="col3" align="justify" colwidth="79.667717pt"/>
     <oasis:colspec colnum="4" colname="col4" align="justify" colwidth="128.037402pt"/>
     <oasis:colspec colnum="5" colname="col5" align="justify" colwidth="62.596063pt"/>
     <oasis:colspec colnum="6" colname="col6" align="justify" colwidth="51.214961pt"/>
     <oasis:colspec colnum="7" colname="col7" align="justify" colwidth="42.679134pt"/>
     <oasis:thead>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">Station</oasis:entry>  
         <oasis:entry colname="col2">Retrieval code</oasis:entry>  
         <oasis:entry colname="col3">Retrieval <?xmltex \hack{\hfill\break}?>windows (cm<inline-formula><mml:math id="M320" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col4">Interfering gases</oasis:entry>  
         <oasis:entry colname="col5">A priori and <?xmltex \hack{\hfill\break}?>regularization</oasis:entry>  
         <oasis:entry colname="col6">Linelist</oasis:entry>  
         <oasis:entry colname="col7">Averaged <?xmltex \hack{\hfill\break}?>DOFS</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">EUR</oasis:entry>  
         <oasis:entry colname="col2">SFIT-4</oasis:entry>  
         <oasis:entry colname="col3">2613.7–2615.4 <?xmltex \hack{\hfill\break}?>2835.5–2835.8 <?xmltex \hack{\hfill\break}?>2921.0–2921.6</oasis:entry>  
         <oasis:entry colname="col4">HDO CO<inline-formula><mml:math id="M321" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HDO <?xmltex \hack{\hfill\break}?>HDO H<inline-formula><mml:math id="M322" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O NO<inline-formula><mml:math id="M323" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">WACCM v6 <?xmltex \hack{\hfill\break}?>Tikhonov L<inline-formula><mml:math id="M324" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col6">HIT-08</oasis:entry>  
         <oasis:entry colname="col7">2.31 <inline-formula><mml:math id="M325" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.66</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">KIR</oasis:entry>  
         <oasis:entry colname="col2">PROFFIT</oasis:entry>  
         <oasis:entry colname="col3">2611.6–2613.35 <?xmltex \hack{\hfill\break}?>2613.7–2615.4 <?xmltex \hack{\hfill\break}?>2835.55–2835.8 <?xmltex \hack{\hfill\break}?>2903.82–2903.925 <?xmltex \hack{\hfill\break}?>2914.7–2915.15 <?xmltex \hack{\hfill\break}?>2941.51–2942.22</oasis:entry>  
         <oasis:entry colname="col4">HDO CO<inline-formula><mml:math id="M326" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> N<inline-formula><mml:math id="M327" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O (no CH<inline-formula><mml:math id="M328" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HDO CO<inline-formula><mml:math id="M329" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> O<inline-formula><mml:math id="M330" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> N<inline-formula><mml:math id="M331" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O <?xmltex \hack{\hfill\break}?>HDO O<inline-formula><mml:math id="M332" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> N<inline-formula><mml:math id="M333" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O <?xmltex \hack{\hfill\break}?>H<inline-formula><mml:math id="M334" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O HDO O<inline-formula><mml:math id="M335" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> NO<inline-formula><mml:math id="M336" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> N<inline-formula><mml:math id="M337" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O OCS HCl <?xmltex \hack{\hfill\break}?>H<inline-formula><mml:math id="M338" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O HDO O<inline-formula><mml:math id="M339" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> NO<inline-formula><mml:math id="M340" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> OCS HCl <?xmltex \hack{\hfill\break}?>H<inline-formula><mml:math id="M341" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O O<inline-formula><mml:math id="M342" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> OCS (no CH<inline-formula><mml:math id="M343" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">WACCM v6 <?xmltex \hack{\hfill\break}?>Tikhonov L<inline-formula><mml:math id="M344" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col6">ad hoc CH<inline-formula><mml:math id="M345" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula>
<?xmltex \hack{\hfill\break}?>HIT-08</oasis:entry>  
         <oasis:entry colname="col7">2.35 <inline-formula><mml:math id="M346" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.29</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">ZUG</oasis:entry>  
         <oasis:entry colname="col2">PROFFIT</oasis:entry>  
         <oasis:entry colname="col3">2613.7–2615.4 <?xmltex \hack{\hfill\break}?>2835.5–2835.8 <?xmltex \hack{\hfill\break}?>2921.0–2921.6</oasis:entry>  
         <oasis:entry colname="col4">HDO CO<inline-formula><mml:math id="M347" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HDO <?xmltex \hack{\hfill\break}?>HDO H<inline-formula><mml:math id="M348" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O NO<inline-formula><mml:math id="M349" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">WACCM v6 <?xmltex \hack{\hfill\break}?>Tikhonov L<inline-formula><mml:math id="M350" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col6">HIT-00</oasis:entry>  
         <oasis:entry colname="col7">1.93 <inline-formula><mml:math id="M351" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.32</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">JFJ</oasis:entry>  
         <oasis:entry colname="col2">SFIT-2 v3.94</oasis:entry>  
         <oasis:entry colname="col3">2611.60–2613.35 <?xmltex \hack{\hfill\break}?>2613.7–2615.4 <?xmltex \hack{\hfill\break}?>2835.55–2835.80 <?xmltex \hack{\hfill\break}?>2903.82–2903.925 <?xmltex \hack{\hfill\break}?>2914.70–2915.15 <?xmltex \hack{\hfill\break}?>2941.65–2941.89</oasis:entry>  
         <oasis:entry colname="col4">HDO CO<inline-formula><mml:math id="M352" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> (no CH<inline-formula><mml:math id="M353" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HDO CO<inline-formula><mml:math id="M354" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> O<inline-formula><mml:math id="M355" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HDO O<inline-formula><mml:math id="M356" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>H<inline-formula><mml:math id="M357" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O HDO O<inline-formula><mml:math id="M358" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> NO<inline-formula><mml:math id="M359" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>H<inline-formula><mml:math id="M360" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O HDO O<inline-formula><mml:math id="M361" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> NO<inline-formula><mml:math id="M362" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> HCl <?xmltex \hack{\hfill\break}?>H<inline-formula><mml:math id="M363" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O O<inline-formula><mml:math id="M364" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> (no CH<inline-formula><mml:math id="M365" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">WACCM v6 <?xmltex \hack{\hfill\break}?>Tikhonov L<inline-formula><mml:math id="M366" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col6">ad hoc CH<inline-formula><mml:math id="M367" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HIT-08</oasis:entry>  
         <oasis:entry colname="col7">2.37 <inline-formula><mml:math id="M368" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.46</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">TOR</oasis:entry>  
         <oasis:entry colname="col2">SFIT-4</oasis:entry>  
         <oasis:entry colname="col3">2613.7–2615.4 <?xmltex \hack{\hfill\break}?>2835.5–2835.8 <?xmltex \hack{\hfill\break}?>2921.0–2921.6</oasis:entry>  
         <oasis:entry colname="col4">HDO CO<inline-formula><mml:math id="M369" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HDO <?xmltex \hack{\hfill\break}?>HDO H<inline-formula><mml:math id="M370" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O NO<inline-formula><mml:math id="M371" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">WACCM v6 <?xmltex \hack{\hfill\break}?>Tikhonov L<inline-formula><mml:math id="M372" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col6">HIT-08</oasis:entry>  
         <oasis:entry colname="col7">2.05 <inline-formula><mml:math id="M373" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.69</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">TSU</oasis:entry>  
         <oasis:entry colname="col2">SFIT-2 v3.94</oasis:entry>  
         <oasis:entry colname="col3">2613.7–2615.4 <?xmltex \hack{\hfill\break}?>2835.5–2835.8 <?xmltex \hack{\hfill\break}?>2921.0–2921.6</oasis:entry>  
         <oasis:entry colname="col4">HDO CO<inline-formula><mml:math id="M374" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HDO <?xmltex \hack{\hfill\break}?>HDO H<inline-formula><mml:math id="M375" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O NO<inline-formula><mml:math id="M376" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">NIES Airplane <?xmltex \hack{\hfill\break}?>Tikhonov L<inline-formula><mml:math id="M377" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col6">HIT-00</oasis:entry>  
         <oasis:entry colname="col7">2.73 <inline-formula><mml:math id="M378" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.18</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">IZA</oasis:entry>  
         <oasis:entry colname="col2">PROFFIT</oasis:entry>  
         <oasis:entry colname="col3">2611.6–2613.35 <?xmltex \hack{\hfill\break}?>2613.7–2615.4 <?xmltex \hack{\hfill\break}?>2835.55–2835.8 <?xmltex \hack{\hfill\break}?>2903.82–2903.925 <?xmltex \hack{\hfill\break}?>2914.7–2915.15 <?xmltex \hack{\hfill\break}?>2941.51–2942.22</oasis:entry>  
         <oasis:entry colname="col4">HDO CO<inline-formula><mml:math id="M379" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> N<inline-formula><mml:math id="M380" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O (no CH<inline-formula><mml:math id="M381" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HDO CO<inline-formula><mml:math id="M382" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> O<inline-formula><mml:math id="M383" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> N<inline-formula><mml:math id="M384" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O <?xmltex \hack{\hfill\break}?>HDO O<inline-formula><mml:math id="M385" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> N<inline-formula><mml:math id="M386" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O <?xmltex \hack{\hfill\break}?>H<inline-formula><mml:math id="M387" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O HDO O<inline-formula><mml:math id="M388" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> NO<inline-formula><mml:math id="M389" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> N<inline-formula><mml:math id="M390" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O OCS HCl <?xmltex \hack{\hfill\break}?>H<inline-formula><mml:math id="M391" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O HDO O<inline-formula><mml:math id="M392" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> NO<inline-formula><mml:math id="M393" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> OCS HCl <?xmltex \hack{\hfill\break}?>H<inline-formula><mml:math id="M394" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O O<inline-formula><mml:math id="M395" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> OCS (no CH<inline-formula><mml:math id="M396" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">WACCM v6 <?xmltex \hack{\hfill\break}?>Tikhonov L<inline-formula><mml:math id="M397" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col6">ad hoc CH<inline-formula><mml:math id="M398" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula>
<?xmltex \hack{\hfill\break}?>HIT-08</oasis:entry>  
         <oasis:entry colname="col7">2.42 <inline-formula><mml:math id="M399" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.28</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">WOL</oasis:entry>  
         <oasis:entry colname="col2">SFIT-2 v3.94</oasis:entry>  
         <oasis:entry colname="col3">2613.7–2615.4 <?xmltex \hack{\hfill\break}?>2835.5–2835.8 <?xmltex \hack{\hfill\break}?>2921.0–2921.6</oasis:entry>  
         <oasis:entry colname="col4">HDO CO<inline-formula><mml:math id="M400" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>HDO <?xmltex \hack{\hfill\break}?>HDO H<inline-formula><mml:math id="M401" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>O NO<inline-formula><mml:math id="M402" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col5">WACCM v5 <?xmltex \hack{\hfill\break}?>Tikhonov L<inline-formula><mml:math id="M403" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula></oasis:entry>  
         <oasis:entry colname="col6">HIT-00</oasis:entry>  
         <oasis:entry colname="col7">1.81 <inline-formula><mml:math id="M404" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.28</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">LAU</oasis:entry>  
         <oasis:entry colname="col2">SFIT-2 v3.82</oasis:entry>  
         <oasis:entry colname="col3">2650.85–2651.25 <?xmltex \hack{\hfill\break}?>2666.95–2667.35 <?xmltex \hack{\hfill\break}?>2673.90–2674.41</oasis:entry>  
         <oasis:entry colname="col4">HDO <?xmltex \hack{\hfill\break}?>HDO <?xmltex \hack{\hfill\break}?>HDO</oasis:entry>  
         <oasis:entry colname="col5">URAP at 44<inline-formula><mml:math id="M405" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> S <?xmltex \hack{\hfill\break}?>OEM</oasis:entry>  
         <oasis:entry colname="col6">HIT-00</oasis:entry>  
         <oasis:entry colname="col7">2.96 <inline-formula><mml:math id="M406" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.73</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">AHT</oasis:entry>  
         <oasis:entry colname="col2">SFIT-2 v3.82</oasis:entry>  
         <oasis:entry colname="col3">2650.85–2651.25 <?xmltex \hack{\hfill\break}?>2666.95–2667.35 <?xmltex \hack{\hfill\break}?>2673.90–2674.41</oasis:entry>  
         <oasis:entry colname="col4">HDO <?xmltex \hack{\hfill\break}?>HDO <?xmltex \hack{\hfill\break}?>HDO</oasis:entry>  
         <oasis:entry colname="col5">ATMOS<?xmltex \hack{\hfill\break}?>zonal mean <?xmltex \hack{\hfill\break}?>OEM</oasis:entry>  
         <oasis:entry colname="col6">HIT-00</oasis:entry>  
         <oasis:entry colname="col7">3.54 <inline-formula><mml:math id="M407" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.76</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table></table-wrap>

<?xmltex \hack{\clearpage}?>
</app>

<app id="App1.Ch1.S2">
  <title>Top three contributors to the methane increase as simulated by
GEOS-Chem</title>
      <p>Table B1 illustrates the first three contributors to the annual methane
change and their year-to-year changes for each site along with the cumulative
relative increase for the whole 2005–2012 time period. The GEOS-Chem tracers
are coded as follows: biomass burning (bb), biofuels (bf), coal (co),
livestock (li), gas and oil (ga), other anthropogenic sources (oa), other
natural sources (on), rice cultivation (ri), waste management (wa), wetlands
(wl).</p>

<?xmltex \floatpos{h!}?><table-wrap id="App1.Ch1.T2"><?xmltex \hack{\hsize\textwidth}?><caption><p>Top three simulated tracers contributing the most to the methane
changes, per year, and per site, in %.</p></caption><oasis:table frame="topbot"><?xmltex \begin{scaleboxenv}{0.82}[0.82]?><oasis:tgroup cols="18">
     <oasis:colspec colnum="1" colname="col1" align="justify" colwidth="19.916929pt"/>
     <oasis:colspec colnum="2" colname="col2" align="justify" colwidth="28.452756pt"/>
     <oasis:colspec colnum="3" colname="col3" align="justify" colwidth="14.226378pt"/>
     <oasis:colspec colnum="4" colname="col4" align="justify" colwidth="28.452756pt" colsep="1"/>
     <oasis:colspec colnum="5" colname="col5" align="justify" colwidth="14.226378pt"/>
     <oasis:colspec colnum="6" colname="col6" align="justify" colwidth="28.452756pt" colsep="1"/>
     <oasis:colspec colnum="7" colname="col7" align="justify" colwidth="14.226378pt"/>
     <oasis:colspec colnum="8" colname="col8" align="justify" colwidth="28.452756pt" colsep="1"/>
     <oasis:colspec colnum="9" colname="col9" align="justify" colwidth="14.226378pt"/>
     <oasis:colspec colnum="10" colname="col10" align="justify" colwidth="28.452756pt" colsep="1"/>
     <oasis:colspec colnum="11" colname="col11" align="justify" colwidth="14.226378pt"/>
     <oasis:colspec colnum="12" colname="col12" align="justify" colwidth="28.452756pt" colsep="1"/>
     <oasis:colspec colnum="13" colname="col13" align="justify" colwidth="14.226378pt"/>
     <oasis:colspec colnum="14" colname="col14" align="justify" colwidth="28.452756pt" colsep="1"/>
     <oasis:colspec colnum="15" colname="col15" align="justify" colwidth="14.226378pt"/>
     <oasis:colspec colnum="16" colname="col16" align="justify" colwidth="28.452756pt" colsep="1"/>
     <oasis:colspec colnum="17" colname="col17" align="justify" colwidth="14.226378pt"/>
     <oasis:colspec colnum="18" colname="col18" align="justify" colwidth="28.452756pt"/>
     <oasis:thead>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1">Station</oasis:entry>  
         <oasis:entry colname="col2">%</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">2005–2006 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">2006–2007 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">2007–2008 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">2008–2009 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1">2009–2010 </oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">2010–2011 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">2011–2012 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2005–2012 </oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">EUR</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.23 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.03</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>bb</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.12 <?xmltex \hack{\hfill\break}?>0.12 <?xmltex \hack{\hfill\break}?>0.09</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">co <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8">0.16 <?xmltex \hack{\hfill\break}?>0.09 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.17 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.09</oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12">0.14 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.09</oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>wa</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14"><inline-formula><mml:math id="M408" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.15</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M409" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.11</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M410" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.06</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.12 <?xmltex \hack{\hfill\break}?>0.12 <?xmltex \hack{\hfill\break}?>0.09</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.87 <?xmltex \hack{\hfill\break}?>0.46 <?xmltex \hack{\hfill\break}?>0.42</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.37 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.53 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">0.49 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.45 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1">0.52 </oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1"><inline-formula><mml:math id="M411" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.37</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">0.49 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2.49 </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">KIR</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.34 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.05</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">co <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.34 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.05</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8">0.17 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.09</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.19 <?xmltex \hack{\hfill\break}?>0.15 <?xmltex \hack{\hfill\break}?>0.17</oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12">0.13 <?xmltex \hack{\hfill\break}?>0.09 <?xmltex \hack{\hfill\break}?>0.04</oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">co <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14">0.09 <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M412" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.03</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M413" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.03</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.11 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.06</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.98 <?xmltex \hack{\hfill\break}?>0.51 <?xmltex \hack{\hfill\break}?>0.44</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.65 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.15 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">0.50 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.67 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1">0.30 </oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">0.04 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">0.32 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2.63 </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">ZUG</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.35 <?xmltex \hack{\hfill\break}?>0.09 <?xmltex \hack{\hfill\break}?>0.05</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">co <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.11 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8">0.14 <?xmltex \hack{\hfill\break}?>0.06 <?xmltex \hack{\hfill\break}?>0.03</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.15 <?xmltex \hack{\hfill\break}?>0.08 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>bb</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12"><inline-formula><mml:math id="M414" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.20</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M415" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.07</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M416" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>co</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14">0.38 <?xmltex \hack{\hfill\break}?>0.21 <?xmltex \hack{\hfill\break}?>0.17</oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">co <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>sa</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.09 <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M417" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.08</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>0.03</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">co <?xmltex \hack{\hfill\break}?>wl <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.83 <?xmltex \hack{\hfill\break}?>0.42 <?xmltex \hack{\hfill\break}?>0.41</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.63 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.46 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">0.22 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.19 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1"><inline-formula><mml:math id="M418" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.25</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">1.17 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1"><inline-formula><mml:math id="M419" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2.40 </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">JFJ</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.35 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.05</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">co <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.11 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.06</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8">0.14 <?xmltex \hack{\hfill\break}?>0.06 <?xmltex \hack{\hfill\break}?>0.03</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.15 <?xmltex \hack{\hfill\break}?>0.08 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>bb</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12"><inline-formula><mml:math id="M420" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.19</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M421" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.06</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M422" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>co</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14">0.38 <?xmltex \hack{\hfill\break}?>0.21 <?xmltex \hack{\hfill\break}?>0.17</oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>co</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.38 <?xmltex \hack{\hfill\break}?>0.21 <?xmltex \hack{\hfill\break}?>0.17</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">co <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>sa</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.09 <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M423" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.08</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M424" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.03</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.62 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.43 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">0.20 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.20 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1"><inline-formula><mml:math id="M425" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.22</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">1.16 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">1.16 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2.41 </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">TOR</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.26 <?xmltex \hack{\hfill\break}?>0.09 <?xmltex \hack{\hfill\break}?>0.03</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">co <?xmltex \hack{\hfill\break}?>wl <?xmltex \hack{\hfill\break}?>bb</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.12 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.10</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8">0.17 <?xmltex \hack{\hfill\break}?>0.07 <?xmltex \hack{\hfill\break}?>0.05</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.17 <?xmltex \hack{\hfill\break}?>0.17 <?xmltex \hack{\hfill\break}?>0.08</oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">co <?xmltex \hack{\hfill\break}?>wl <?xmltex \hack{\hfill\break}?>bb</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12">0.09 <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M426" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.06</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M427" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.03</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14">0.13 <?xmltex \hack{\hfill\break}?>0.08 <?xmltex \hack{\hfill\break}?>0.06</oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">co <?xmltex \hack{\hfill\break}?>wl <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.12 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.87 <?xmltex \hack{\hfill\break}?>0.43 <?xmltex \hack{\hfill\break}?>0.40</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.37 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.59 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">0.29 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.43 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1">0.00 </oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">0.39 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">0.40 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2.46 </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">TSU</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.34 <?xmltex \hack{\hfill\break}?>0.13 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">co <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.13 <?xmltex \hack{\hfill\break}?>0.09 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8">0.17 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.16 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">co <?xmltex \hack{\hfill\break}?>ri <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12">0.12 <?xmltex \hack{\hfill\break}?>0.06 <?xmltex \hack{\hfill\break}?>0.05</oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>bb</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14">0.06 <?xmltex \hack{\hfill\break}?>0.02 <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M428" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.03</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.16 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.08</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.94 <?xmltex \hack{\hfill\break}?>0.52 <?xmltex \hack{\hfill\break}?>0.39</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.75 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.45 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">0.40 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.35 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1">0.28 </oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">0.03 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">0.43 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2.69 </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">IZA</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.30 <?xmltex \hack{\hfill\break}?>0.09 <?xmltex \hack{\hfill\break}?>0.04</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">co <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.11 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.06</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8">0.14 <?xmltex \hack{\hfill\break}?>0.08 <?xmltex \hack{\hfill\break}?>0.05</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.16 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.08</oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12">0.12 <?xmltex \hack{\hfill\break}?>0.07 <?xmltex \hack{\hfill\break}?>0.06</oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14">0.12 <?xmltex \hack{\hfill\break}?>0.07 <?xmltex \hack{\hfill\break}?>0.04</oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.15 <?xmltex \hack{\hfill\break}?>0.13 <?xmltex \hack{\hfill\break}?>0.11</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.87 <?xmltex \hack{\hfill\break}?>0.49 <?xmltex \hack{\hfill\break}?>0.15</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.53 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.46 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">0.28 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.31 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1">0.32 </oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">0.19 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">0.58 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2.67 </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">WOL</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>co</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.38 <?xmltex \hack{\hfill\break}?>0.14 <?xmltex \hack{\hfill\break}?>0.09</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">bb <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.10 <?xmltex \hack{\hfill\break}?>0.10 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">co <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8">0.11 <?xmltex \hack{\hfill\break}?>0.09 <?xmltex \hack{\hfill\break}?>0.09</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.15 <?xmltex \hack{\hfill\break}?>0.07 <?xmltex \hack{\hfill\break}?>0.06</oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12">0.15 <?xmltex \hack{\hfill\break}?>0.09 <?xmltex \hack{\hfill\break}?>0.08</oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14">0.19 <?xmltex \hack{\hfill\break}?>0.17 <?xmltex \hack{\hfill\break}?>0.15</oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">co <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.10 <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M429" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.09</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>0.04</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">co <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.78 <?xmltex \hack{\hfill\break}?>0.52 <?xmltex \hack{\hfill\break}?>0.51</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.87 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.37 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">0.32 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.14 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1">0.46 </oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">0.85 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">0.09 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">3.01 </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">LAU</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>ri</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.17 <?xmltex \hack{\hfill\break}?>0.04 <?xmltex \hack{\hfill\break}?>0.02</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">wl <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>co</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.17 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.09</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8">0.10 <?xmltex \hack{\hfill\break}?>0.06 <?xmltex \hack{\hfill\break}?>0.06</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>wl</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.11 <?xmltex \hack{\hfill\break}?>0.06 <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M430" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.12</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">co <?xmltex \hack{\hfill\break}?>wl <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12">0.13 <?xmltex \hack{\hfill\break}?>0.11 <?xmltex \hack{\hfill\break}?>0.10</oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14">0.11 <?xmltex \hack{\hfill\break}?>0.08 <?xmltex \hack{\hfill\break}?>0.05</oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.10 <?xmltex \hack{\hfill\break}?>0.07 <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">ca <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.70 <?xmltex \hack{\hfill\break}?>0.43 <?xmltex \hack{\hfill\break}?>0.41</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.25 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.60 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1">0.20 </oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.07 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1">0.55 </oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">0.39 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">0.31 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2.37 </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">AHT</oasis:entry>  
         <oasis:entry rowsep="1" colname="col2">tracers</oasis:entry>  
         <oasis:entry rowsep="1" colname="col3">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>co</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4">0.26 <?xmltex \hack{\hfill\break}?>0.06 <?xmltex \hack{\hfill\break}?>0.05</oasis:entry>  
         <oasis:entry rowsep="1" colname="col5">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>bb</oasis:entry>  
         <oasis:entry rowsep="1" colname="col6">0.25 <?xmltex \hack{\hfill\break}?>0.13 <?xmltex \hack{\hfill\break}?>0.12</oasis:entry>  
         <oasis:entry rowsep="1" colname="col7">wl <?xmltex \hack{\hfill\break}?>bb <?xmltex \hack{\hfill\break}?>co</oasis:entry>  
         <oasis:entry rowsep="1" colname="col8"><inline-formula><mml:math id="M431" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.22</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M432" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.05</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col9">li <?xmltex \hack{\hfill\break}?>co <?xmltex \hack{\hfill\break}?>ga</oasis:entry>  
         <oasis:entry rowsep="1" colname="col10">0.17 <?xmltex \hack{\hfill\break}?>0.17 <?xmltex \hack{\hfill\break}?>0.14</oasis:entry>  
         <oasis:entry rowsep="1" colname="col11">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>co</oasis:entry>  
         <oasis:entry rowsep="1" colname="col12"><inline-formula><mml:math id="M433" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.21</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?> <inline-formula><mml:math id="M434" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.09</mml:mn></mml:mrow></mml:math></inline-formula> <?xmltex \hack{\hfill\break}?>0.07</oasis:entry>  
         <oasis:entry rowsep="1" colname="col13">wl <?xmltex \hack{\hfill\break}?>li <?xmltex \hack{\hfill\break}?>co</oasis:entry>  
         <oasis:entry rowsep="1" colname="col14">0.29 <?xmltex \hack{\hfill\break}?>0.20 <?xmltex \hack{\hfill\break}?>0.18</oasis:entry>  
         <oasis:entry rowsep="1" colname="col15">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col16">0.10 <?xmltex \hack{\hfill\break}?>0.06 <?xmltex \hack{\hfill\break}?>0.04</oasis:entry>  
         <oasis:entry rowsep="1" colname="col17">co <?xmltex \hack{\hfill\break}?>ga <?xmltex \hack{\hfill\break}?>li</oasis:entry>  
         <oasis:entry rowsep="1" colname="col18">0.75 <?xmltex \hack{\hfill\break}?>0.48 <?xmltex \hack{\hfill\break}?>0.47</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">total</oasis:entry>  
         <oasis:entry namest="col3" nameend="col4" align="center" colsep="1">0.47 </oasis:entry>  
         <oasis:entry namest="col5" nameend="col6" align="center" colsep="1">0.83 </oasis:entry>  
         <oasis:entry namest="col7" nameend="col8" align="center" colsep="1"><inline-formula><mml:math id="M435" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.24</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry namest="col9" nameend="col10" align="center" colsep="1">0.68 </oasis:entry>  
         <oasis:entry namest="col11" nameend="col12" align="center" colsep="1"><inline-formula><mml:math id="M436" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn>0.35</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>  
         <oasis:entry namest="col13" nameend="col14" align="center" colsep="1">1.11 </oasis:entry>  
         <oasis:entry namest="col15" nameend="col16" align="center" colsep="1">0.21 </oasis:entry>  
         <oasis:entry namest="col17" nameend="col18" align="center">2.71 </oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup><?xmltex \end{scaleboxenv}?></oasis:table></table-wrap>

<?xmltex \hack{\clearpage}?>
</app>
  </app-group><notes notes-type="competinginterests">

      <p>The authors declare that they have no conflict of
interest.</p>
  </notes><ack><title>Acknowledgements</title><p>W. Bader has received funding
from the European Union's Horizon 2020 research and innovation programme
under the Marie Sklodowska-Curie grant agreement no. 704951, and
from the University of Toronto through a Faculty of Arts &amp; Science
Postdoctoral Fellowship Award. The University of Liège's involvement has
primarily been supported by the PRODEX and SSD programmes funded by the Belgian
Federal Science Policy Office (Belspo), Brussels. The Swiss GAW-CH programme is
further acknowledged. E. Mahieu is a Research Associate with the F.R.S.–FNRS.
The F.R.S.–FNRS further supported this work under Grant
no. J.0093.15 and the Fédération Wallonie Bruxelles contributed to
supporting observational activities. We thank O. Flock for his constant support
during this research. We thank the International Foundation High Altitude
Research Stations Jungfraujoch and Gornergrat (HFSJG, Bern) for supporting
the facilities needed to perform the observations. The Eureka measurements
were made at the Polar Environment Atmospheric Research Laboratory (PEARL) by
the Canadian Network for the Detection of Atmospheric Change (CANDAC), led by
James R. Drummond and in part by the Canadian Arctic ACE/OSIRIS Validation
Campaigns, led by Kaley A. Walker. They were supported by the AIF/NSRIT, CFI,
CFCAS, CSA, EC, GOC-IPY, NSERC, NSTP, OIT, PCSP, and ORF. Logistical and
operational support at Eureka is provided by PEARL Site Manager Pierre Fogal,
CANDAC operators, and the EC Weather Station. The Toronto measurements were
made at the University of Toronto Atmospheric Observatory (TAO), which has
been supported by CFCAS, ABB Bomem, CFI, CSA, EC, NSERC, ORDCF, PREA, and the
University of Toronto. We also thank the CANDAC operators, and the many
students, postdocs, and interns who have contributed to data acquisition at
Eureka and Toronto. Analysis of the Eureka and Toronto NDACC data was
supported by the CAFTON project, funded by the Canadian Space Agency's FAST
Program. KIT, IMK-ASF would like to thank Uwe Raffalski and Peter Voelgel
from the Swedish Institute of Space Physics (IRF) for their continuing
support of the NDACC-FTIR site Kiruna. KIT, IMK-ASF would also like to thank
E. Sepúlveda for the support in carrying out the FTIR measurements at
Izaña. Garmisch work has been performed as part of the ESA GHG-cci
project, and KIT, IMK-IFU acknowledge funding by the EC within the INGOS
project. The Centre for Atmospheric Chemistry at the University of Wollongong
involvement in this work is funded by Australian Research Council projects
DP1601021598 and LE0668470. Measurements and analysis conducted at Lauder,
New Zealand and Arrival Heights, Antarctica are supported by NIWA as part of
its government-funded, core research. We thank Antarctica New Zealand for
logistical support for the measurements taken at Arrival Heights.
A. J. Turner was supported by a Department of Energy (DOE) Computational Science
Graduate Fellowship (CSGF). The ACE mission is supported primarily by the
Canadian Space Agency. AGAGE is supported principally by NASA (USA) grants to
MIT and SIO, and also by DECC (UK) and NOAA (USA) grants to Bristol
University and by CSIRO and the Bureau of Meteorology (Australia). We further
thank NOAA for providing in situ data for Alert, Izaña and
Halley.<?xmltex \hack{\newline}?><?xmltex \hack{\newline}?> Edited by: H. Maring<?xmltex \hack{\newline}?>
Reviewed by: three anonymous referees</p></ack><ref-list>
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<abstract-html><p class="p">Changes of atmospheric methane total columns (CH<sub>4</sub>) since 2005 have been
evaluated using Fourier transform infrared (FTIR) solar observations
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agreement. We used the GEOS-Chem chemical transport model tagged simulation, which accounts for the contribution of each emission source and one sink in
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by convolving with respective FTIR seasonal averaging kernels, the GEOS-Chem
simulation shows an increase of atmospheric methane total columns of
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agreement with NDACC measurements over the same time period
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of the GEOS-Chem-tagged simulation allows us to quantify the contribution of
each tracer to the global methane change since 2005. We find that natural
sources such as wetlands and biomass burning contribute to the interannual
variability of methane. However, anthropogenic emissions, such as coal mining,
and gas and oil transport and exploration, which are mainly emitted in the
Northern Hemisphere and act as secondary contributors to the global budget of
methane, have played a major role in the increase of atmospheric methane
observed since 2005. Based on the GEOS-Chem-tagged simulation, we discuss
possible cause(s) for the increase of methane since 2005, which is still
unexplained.</p></abstract-html>
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