<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACP</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-11-1659-2011</article-id>
<title-group>
<article-title>Assessing the regional surface influence through Backward Lagrangian Dispersion Models for aircraft CO&lt;sub&gt;2&lt;/sub&gt; vertical profiles observations in NE Spain</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Font</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Morguí</surname>
<given-names>J.-A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rodó</surname>
<given-names>X.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Institut Català de Ciències del Clima, Dr. Trueta 203, 08005, Barcelona, Catalonia, Spain</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Laboratori de Recerca del Clima, Parc Científic de Barcelona, Universitat de Barcelona, Baldiri i Reixach, 2, 2a planta, 08028, Barcelona, Catalonia, Spain</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Institució Catalana de Recerca i Estudis Avançats, Passeig Lluís Companys, 23, 08010, Barcelona, Catalonia, Spain</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>now at: Environmental Research Group, King&apos;s College London, 150 Stamford Street, London, SE1 9NH, UK</addr-line>
</aff>
<pub-date pub-type="epub">
<day>21</day>
<month>02</month>
<year>2011</year>
</pub-date>
<volume>11</volume>
<issue>4</issue>
<fpage>1659</fpage>
<lpage>1670</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri xlink:href="http://www.atmos-chem-phys.net/11/1659/2011/acp-11-1659-2011.html">This article is available from http://www.atmos-chem-phys.net/11/1659/2011/acp-11-1659-2011.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/11/1659/2011/acp-11-1659-2011.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/11/1659/2011/acp-11-1659-2011.pdf</self-uri>
<abstract>
<p>In this study the differences in the measured atmospheric CO&lt;sub&gt;2&lt;/sub&gt; mixing
ratio at three aircraft profiling sites in NE Spain separated by 60 km are
analyzed in regard to the variability of the surface fluxes in the regional
surface influence area. First, the Regional Potential Surface Influence
(RPSI) for fifty-one days in 2006 is calculated to assess the vertical,
horizontal and temporal extent of the surface influence for the three sites
at the regional scale (10&lt;sup&gt;4&lt;/sup&gt; km&lt;sup&gt;2&lt;/sup&gt;) at different altitudes of the
profile (600, 1200, 2500 and 4000 meters above the sea level, m a.s.l.).
Second, three flights carried out in 2006 (7 February, 24 August and 29 November)
following the Crown Atmospheric Sampling (CAS) design are
presented to study the relation between the measured CO&lt;sub&gt;2&lt;/sub&gt; variability
and the Potential Surface Influence (PSI) and RPSI concepts. At 600 and 1200 m a.s.l. the regional signal is confined up to 50 h before the measurements
whereas at higher altitudes (2500 and 4000 m a.s.l.) the regional surface
influence is only recovered during spring and summer months. The RPSI from
sites separated by  60 km overlap by up to 70% of the regional
surface influence at 600 and 1200 m a.s.l., while the overlap decreases to
10–40% at higher altitudes (2500 and 4000 m a.s.l.). The scale of the RPSI
area is suitable to understand the differences in the measured CO&lt;sub&gt;2&lt;/sub&gt;
concentration in the three vertices of the CAS, as CO&lt;sub&gt;2&lt;/sub&gt; differences are
attributed to local surrounding fluxes (February) or to the variability of
regional surface influence as for the August and November flights. For these
two flights, the variability in the regional scale influences the
variability measured in the local scale. The CAS sampling design for
aircraft measurements appears to be a suitable method to cope with the
variability of a typical grid for inversion models as measurements are
intensified within the PBL and the background concentration is measured
every ~10&lt;sup&gt;2&lt;/sup&gt; km.</p>
</abstract>
<counts><page-count count="12"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple"> Aalto, T., Hatakka, J., Paatero, J., Tuovinen, J.-P., Aurela, M., Laurila, T., Holmén, K., Trivett, N., and Viisanen, Y.: Tropospheric carbon dioxide concentrations at a northern boreal site in Finland: basic variations and source areas, Tellus, 54B, 110–126, 2002. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Ahmadov, R., Gerbig, C., Kretschmer, R., Körner, S., Rödenbeck, C., Bousquet, P., and Ramonet, M.: Comparing high resolution WRF-VPRM simulations and two global CO&lt;sub&gt;2&lt;/sub&gt; transport models with coastal tower measurements of CO&lt;sub&gt;2&lt;/sub&gt;, Biogeosciences, 6, 807–817, http://dx.doi.org/10.5194/bg-6-807-2009doi:10.5194/bg-6-807-2009, 2009. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Apadula, F., Gotti, A., Pigini, A., Longhetto, A., Rocchetti, F., Cassardo, C., Ferrarese, F., and Forza, R.: Localization of source and sink regions of carbon dioxide through the method of the synoptic air trajectory statistics, Atmos. Environ., 37, 3757–3770, 2003. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Ashbaugh, L. L., Myrup, L. O., and Flocchinim, R. G.: A principal component analysis of sulfur concentrations in the western United States, Atmos. Environ., 18, 783–791, 1984. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Aubinet, M., Chermanne, B., Vandenhaute, M., Longdoz, B., Yernaux, M., and Laitat, E.: Long term carbon dioxide exchange above a mixed forest in the Belgian Ardennes, Agr. Forest Meteorol., 108, 293–315, 2001. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Bakwin, P. S., Tans, P. P., Stephens, B. B., Wofsy, S. C., Gerbig, C., and Grainger, A.: Strategies for measurement of atmospheric column means of carbon dioxide from aircraft using discrete sampling, J. Geophys. Res., 108(D16), 4514, http://dx.doi.org/10.1029/2002JD003306doi:10.1029/2002JD003306, 2003. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Baldocchi, D., Falge, E., Gu, L., Olson, R., Hollinger, D., Running, S., Anthoni, P., Bernhofer, Ch., Davis, K., Evans, R., Fuentes, J., Goldstein, A., Katul, G., Law, B., Lee, X., Malhi, Y., Meyers, T., Munger, W., Oechel, W., Paw, U. K. T., Pilegaard, K., Schmid, H. P., Valentini, R., Verma, S., Vesala, T., Wilson, K., and Wofsy, S.: FLUXNET: A new tool to study the temporal and spatial variability of ecosystem – scale carbon dioxide, water vapor and energy flux densities, B. Am. Meteorol. Soc., 82(11), 2415–2434, 2001. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Blanchard, C.: Methods for attributing ambient air pollutants to emission source, Annual Rev. Energy Environ., 24, 329–365, 1999. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Bousquet, P., Ciais, P., Peylin, P., Ramonet, M., and Monfray, M.: Inverse modeling of annual atmospheric CO&lt;sub&gt;2&lt;/sub&gt; sources and sinks, 1. Method and control inversion, J. Geophys. Res., 104(D21), 26161–26178, 1999. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Canadell, J. G, Mooney, H. A., Baldocchi, D. D., Berry, J. A., Ehleringer, J. R., Field, C. B., Gower, S. T., Hollinger, D. Y., Hunt, J. E., Jackson, R. B., Running, S. W., Shaver, G. R., Steffen, W., Trumbore, S. E., Valentini, R., and Bond, B. Y.: Carbon metabolism of the terrestrial biosphere: a multitechnique approach for improved understanding, Ecosystems, 3, 115–130, 2000. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Choi, Y., Vay, S. A., Vadrevu, K. P., Soja, A. J., Woo, J.-H., Nolf, S. R., Sachse, G. W., Diskin, G. S., Blake, D. R., Blake, N. J., Singh, H. B., Avery, M. A., Fried, A., Pfister, L., and Fuelberg, H. E.: Characteristics of the atmospheric CO&lt;sub&gt;2&lt;/sub&gt; signal as observed over the conterminous United States during INTEX-NA, J. Geophys. Res., 113, D07301, http://dx.doi.org/10.1029/2007JD008899doi:10.1029/2007JD008899, 2008. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Ciais, P., Tans, P. P., Trolier, M., White, J. W. C., and Francey, R. J.: A Large Northern Hemisphere Terrestrial CO&lt;sub&gt;2&lt;/sub&gt; Sink Indicated by the $^13$ C/$^12$ C Ratio of Atmospheric CO&lt;sub&gt;2&lt;/sub&gt;, Science, 269, 1098–1102, http://dx.doi.org/10.1126/science.269.5227.1098doi:10.1126/science.269.5227.1098, 1995. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Corbin, K. D., Denning, A. S., Lu, L., Wang, J.-W., and Baker, I. T.: Possible representation errors in inversions of satellite CO&lt;sub&gt;2&lt;/sub&gt; retrievals, J. Geophys. Res.-Atmos., 113, D02301, http://dx.doi.org/10.1029/2007JD008716doi:10.1029/2007JD008716, 2008. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Denning, A. S., Zhang, N., Yi, C., Branson, M., Davis, K., Kleist, J., and Bakwin, P.: Evaluation of modeled atmospheric boundary layer depth at the WLEF tower, Agr. Forest Meteorol., 148, 206–215, 2008. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Dolman, A. J., Noilhan, J., Durand, P., Sarrat, C., Brut, A., Piguet, B., Butet, A., Jarosz, N., Brunet, Y., Loustau, D., Lamaud, E., Tolk, L., Ronda, R., Miglietta, F., Gioli, B., Magliulo, V., Esposito, M., Gerbig, C., Körner, S., Glademard, P., Ramonet, M., Ciais, P., Neininger, B., Hutjes, R. W. A., Elbers, J. A., Macatangay, R., Schrems, O., Pérez-Landa, G., Sanz, M. J., Scholz, Y., Facon, G., Ceschia, E., and Beziat, P.: The CarboEurope Regional Experiment Strategy, B. Am. Meteorol. Soc., 10, 1367–1379, http://dx.doi.org/10.1175/BAMS-87-10-1367doi:10.1175/BAMS-87-10-1367, 2006. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Dolman, A. J., Gerbig, C., Noilhan, J., Sarrat, C., and Miglietta, F.: Detecting regional variability in sources and sinks of carbon dioxide: a synthesis, Biogeosciences, 6, 1015–1026, http://dx.doi.org/10.5194/bg-6-1015-2009doi:10.5194/bg-6-1015-2009, 2009. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Eresmaa, N., Karppinen, A., Joffre, S. M., Räsänen, J., and Talvitie, H.: Mixing height determination by ceilometer, Atmos. Chem. Phys., 6, 1485–1493, http://dx.doi.org/10.5194/acp-6-1485-2006doi:10.5194/acp-6-1485-2006, 2006. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Fan, S., Gloor, M., Mahlman, J., Pacala, S., Sarmiento, J., Takahashi, T., and Tans, P.: A Large Terrestrial Carbon Sink in North America Implied by Atmospheric and Oceanic Carbon Dioxide Data and Models, Science, 282, 442–446, http://dx.doi.org/10.1126/science.282.5388.442doi:10.1126/science.282.5388.442, 1998. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Folini, D., Kaufmann, P., Ubl, S., and Henne, S.: Region of influence of 13 remote European measurement sites based in modeled carbon monoxide mixing ratios, J. Geophys. Res., 114, D08307, http://dx.doi.org/10.1029/2008JD011125doi:10.1029/2008JD011125, 2009. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Font, A., Morgui, M. J., and Rodo, X.: Atmospheric CO&lt;sub&gt;2&lt;/sub&gt; in-situ measurements: two examples of Crown Design flights in NE Spain, J. Geophys. Res., 113, D12308, http://dx.doi.org/10.1029/2007JD009111doi:10.1029/2007JD009111, 2008. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Font, A., Morgui, J.-A., Curcoll, R., Pouchet, I., Casals, I., and Rodo, X.: Daily carbon surface fluxes in the West Ebre (Ebro) watershed from aircraft profiling on late June~2007, Tellus B, 62, 427–440, http://dx.doi.org/10.1111/j.1600-0889.2010.00469.xdoi:10.1111/j.1600-0889.2010.00469.x, 2010. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Gerbig, C., Lin, J. C., Wofsy, S. C., Daube, B. C., Andrews, A. E., Stephens, B. B., Bakwin, P. S., and Grainger C. A.: Toward constraining regional-scale fluxes of CO&lt;sub&gt;2&lt;/sub&gt; with atmospheric observations over a continent: 1. Observed spatial variability from airborne platforms, J. Geophys. Res., 108(D24), 4756, http://dx.doi.org/10.1029/2002JD003018doi:10.1029/2002JD003018, 2003a. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Gerbig, C., Lin, J. C., Wofsy, S. C., Daube, B. C., Andrews, A. E., Stephens, B. B., Bakwin, P. S., and Grainger, C. A.: Toward constraining regional-scale fluxes of CO&lt;sub&gt;2&lt;/sub&gt; with atmospheric observations over a continent: 2. Analysis of COBRA data using a receptor-oriented framework, J. Geophys. Res., 108(D24), 4757, http://dx.doi.org/10.1029/2003JD003770doi:10.1029/2003JD003770, 2003b. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Gerbig, C., Körner, S., and Lin, J. C.: Vertical mixing in atmospheric tracer transport models: error characterization and propagation, Atmos. Chem. Phys., 8, 591–602, http://dx.doi.org/10.5194/acp-8-591-2008doi:10.5194/acp-8-591-2008, 2008. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Gerbig, C., Dolman, A. J., and Heimann, M.: On observational and modelling strategies targeted at regional carbon exchange over continents, Biogeosciences, 6, 1949–1959, http://dx.doi.org/10.5194/bg-6-1949-2009doi:10.5194/bg-6-1949-2009, 2009. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Gloor, M., Bakwin, P., Hurst, D., Lock, L., Draxler, R., and Tans, P.: What is the concentration footprint of a tall tower?, J. Geophys. Res., 106(D16), 17831–17840, 2001. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Grimsdell, A. and Angevine, W. M.: Convective Boundary Layer Height Measurement with Wind Profilers and Comparison to Cloud Base, J. Atmos. Oceanic Technol., 15, 1331–1338, 1998. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Gurney, K. R., Law, R. M., Denning, A. S., Rayner, P. J., Baker, D., Bousquet, P., Bruhwiller, L., Chen, Y.-H., Ciais, P., Fan, S., Fung, I. Y., Gloor, M., Heimann, M., Higuchi, K., John, J., Maki, T., Maksyutov, S., Masarie, K., Peylin, P., Prather, M., Pak, B. C., Randerson, J., Sarmiento, J., Taguchi, S., Takahashi, T., and Yuen, C.-W.: Towards robust regional estimates of CO&lt;sub&gt;2&lt;/sub&gt; sources and sinks using atmospheric transport models, Nature, 415, 626–630, 2002. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Gurney, K. R., Baker, D., Rayner, P., and Denning, S.: Interannual variations in continental-scale net carbon exchange and sensitivity to observing networks estimated from atmospheric CO&lt;sub&gt;2&lt;/sub&gt; inversions for the period 1980 to 2005, Global Biogeochem. Cy., 22, GB3025, http://dx.doi.org/10.1029/2007GB003082doi:10.1029/2007GB003082, 2008. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Henne, S., Brunner, D., Folini, D., Solberg, S., Klausen, J., and Buchmann, B.: Assessment of parameters describing representativeness of air quality in-situ measurement sites, Atmos. Chem. Phys., 10, 3561–3581, http://dx.doi.org/10.5194/acp-10-3561-2010doi:10.5194/acp-10-3561-2010, 2010. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Jorba, O., Pérez, C., Rocadenbosch, F., and Baldasano, J.: Cluster Analysis of 4-Day Back Trajectories Arriving in the Barcelona Area, Spain, from 1997 to 2002, Amer. Meteorol. Soc., 43, 887–901, 2004. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Kobayashi, S.: Heterogenity Ratio: a measure of beta-diversity and its use in community classification, Ecol. Res., 2, 101–111, 1987. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Lafont, S., Kergoat, L., Dedieu, G., Chevillard, A., Karstens, U., and Kolle, O.: Spatial and temporal variability of land CO&lt;sub&gt;2&lt;/sub&gt; fluxes estimated with remote sensing and analysis data over western Eurasia, Tellus, 54B, 820–833, 2002. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Lin, J. C. and Gerbig, C.: Accounting for the effect of transport errors on tracer inversions, Geophys. Res. Lett., 32, L01802, http://dx.doi.org/10.1029/2004GL021127doi:10.1029/2004GL021127, 2005. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Lin, J. C., Gerbig, C., Wofsy, S. C., Andrews, A. E., Daube, B. C., Grainger, C. A. Stephens, B. B., Bakwin, P. S., and Hollinger, D. Y.: Measuring fluxes of trace gases at regional scales by Lagrangian observations: Application to the CO&lt;sub&gt;2&lt;/sub&gt; Budget and Rectification Airborne (COBRA) study, J. Geophys. Res., 109, D15304, http://dx.doi.org/10.1029/2004JD004754doi:10.1029/2004JD004754, 2004. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, S. C. and McAfee, J. R: Radon 222 and tropospheric vertical transport, J. Geophys. Res., 89(D5), 7291–7297, 1984. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Lloyd, J., Francey, R. J., Mollicone, D., Raupach, M. R., Sogachev, A., Arneth, A., Byers, J. N., Kelliher, F. M., Rebmann, C., Valentini, R., Wong, S.-C., Bauer, G., and Schulze, E.-D.: Vertical profiles, boundary layer budgets, and regional flux estimates for CO&lt;sub&gt;2&lt;/sub&gt;, and its 13C/12C ratio for water vapour above a forest/bog mosaic in central Siberia, Glob. Biogeochem. Cyc., 15, 267–284, 2001. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Lloyd, J., Langenfelds, R., Francey, R. J., Gloor, M., Tschebakova, N. N., Zolotukhine, D., Werner, R. A., Jordan, A., Allison, C. A., Zrazhewske, V., Shibistova, O., and Schulze, E. D.: A trace gas climatology above Zotino, central Siberia, Tellus, 54B, 590–610, 2002. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Lloyd, J., Kolle, O., Fritsch, H., de Freitas, S. R., Silva Dias, M. A. F., Artaxo, P., Nobre, A. D., de Ara\&apos;ujo, A. C., Kruijt, B., Sogacheva, L., Fisch, G., Thielmann, A., Kuhn, U., and Andreae, M. O.: An airborne regional carbon balance for Central Amazonia, Biogeosciences, 4, 759–768, http://dx.doi.org/10.5194/bg-4-759-2007doi:10.5194/bg-4-759-2007, 2007. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Marquis, M. and Tans, P.: Carbon Crucible, Science, 320, 460–461, 2008. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Martins, D. K., Sweeny, C., Stirm, B. H., and Shepson, P. B.: Regional surface flux of CO&lt;sub&gt;2&lt;/sub&gt; inferred from changes in the advected CO&lt;sub&gt;2&lt;/sub&gt; column density, Agric. Forest Meteorol., 149(10), 1674–1685, 2009. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Menut, L., Flamant, C., Pelon, J., and Flamant, P. H.: Urban boundary-layer height determination from lidar measurements over the Paris area, Appl. Opt. Lp., 38, 945–954, 1999. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Morille, Y., Haeffelin, M., Drobinski, P., and Pelon, J.: STRAT: An automated algorithm to retrieve the vertical structure of the atmosphere from single-channel lidar data, J. Atmos. Oceanic Technol., 24, 761–775, 2007. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Overland J. E. and Preisendorfer, R. W.: A significance test for principal components applied to a cyclone climatology, Mon. Wea. Rev., 110, 1–4, 1982. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Papale, D. and Valentini, A.: A new assessment of European forests carbon exchanges by eddy fluxes and artificial neural network spatialization, Glob. Change Biol., 9, 525–535, 2003. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Paris, J.-D., Stohl, A., Ciais, P., Nédélec, P., Belan, B. D., Arshinov, M. Yu., and Ramonet, M.: Source-receptor relationships for airborne measurements of CO&lt;sub&gt;2&lt;/sub&gt;, CO and O&lt;sub&gt;3&lt;/sub&gt; above Siberia: a cluster-based approach, Atmos. Chem. Phys., 10, 1671–1687, http://dx.doi.org/10.5194/acp-10-1671-2010doi:10.5194/acp-10-1671-2010, 2010. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Peters, W., Jacobson, A. R., Sweeney, C., Andrews, A. E., Conway, T. J., Masarie, K., Miller, J. B., Bruhwiler, L. M. P., Pétron, G., Hirsch, A. I., Worthy, D. E. J., van der Werf, G. R., Randerson, J. T., Wennberg, P. O., Krol, M. C., and Tans, P. P.: An atmospheric perspective on North American carbon dioxide exchange: CarbonTracker, Proc. Natl. Acad. Sci., 104, 48, 18925–18930, 2007. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Peters, W., Krol, M. C., Van Der Werf, G. R., Houweling, S., Jones, C. D., Hughes, J., Schaefer, K., Masarie, K. A., Jacobson, A. R., Miller, J. B., Cho, C. H., Ramonet, M., Schmidt, M., Ciattaglia, L., Apadula, F., Heltai, D., Meinhardt, F., Di Sarra, A. G., Piacentino, S., Sferlazzo, D., Aalto, T., Hatakka, J., Ström, J., Haszpra, L., Meijer, H. A. J., Van Der Laan, S., Neubert, R. E. M., Jordan, A., Rodó, X., Morguí, J. A., Vermeulen, A. T., Popa, E., Rozanski, K., Zimnoch, M., Manning, A. C., Leuenberger, M., Uglietti, C., Dolman, A. J., Ciais, P., Heimann, M., and Tans, P. P.: Seven years of recent net terrestrial carbon dioxide exchange over Europe constrained by atmospheric observations, Glob. Change Biol.,16, 1317–1337, http://dx.doi.org/10.1111/j.1365-2486.2009.02078.xdoi:10.1111/j.1365-2486.2009.02078.x, 2009. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Rannik, Ü., Aubinet, M., Kurbanmuradov, O., Sabelfeld, K. K., Markkanen, T., and Vesala, T.: Footprint analysis for measurements over a heterogeneous forest, Bound.-Lay. Meteorol., 97, 137–166, 2000. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Running, S. W., Nemani, R. R., Heinsch, F. A., Zhao, M. S., Reeves, M., and Hashimoto, H.: A continuous satellite-derived measure of global terrestrial primary production, Bioscience, 54, 547–560, 2004. </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Sarrat, C., Noilhan J., Lacarrère, P., Donier, S., Lac, C., Calvet, J. C., Dolman, A. J., Gerbig, C., Neininger, B., Ciais, P., Paris, J. D., Boumard, F., Ramonet, M., and Butet, A.: Atmospheric CO&lt;sub&gt;2&lt;/sub&gt; modeling at the regional scale: Application to the CarboEurope Regional Experiment, J. Geophys. Res., 112, D12105, http://dx.doi.org/10.1029/2006JD008107doi:10.1029/2006JD008107, 2007a. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple"> Sarrat, C., Noilhan, J., Dolman, A. J., Gerbig, C., Ahmadov, R., Tolk, L. F., Meesters, A. G. C. A., Hutjes, R. W. A., Ter Maat, H. W., Pérez-Landa, G., and Donier, S.: Atmospheric CO&lt;sub&gt;2&lt;/sub&gt; modeling at the regional scale: an intercomparison of 5 meso-scale atmospheric models, Biogeosciences, 4, 1115–1126, http://dx.doi.org/10.5194/bg-4-1115-2007doi:10.5194/bg-4-1115-2007, 2007b. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Sarrat, C., Noilhan, J., Lacarrère, P., Masson, V., Ceschia, E., Ciais, P., Dolman, A., Elbers, J., Gerbig, C., and Jarosz, N.: CO&lt;sub&gt;2&lt;/sub&gt; budgeting at the regional scale using a Lagrangian experimental strategy and meso-scale modeling, Biogeosciences, 6, 113–127, http://dx.doi.org/10.5194/bg-6-113-2009doi:10.5194/bg-6-113-2009, 2009. </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Schmitgen, S., Geiß, H., Ciais, P., Neininger, B., Brunet, Y., Reichstein, M., Kley, D., and Volz-Thomas, A.: Carbon dioxide uptake of a forested region in southwest France derived from airborne CO&lt;sub&gt;2&lt;/sub&gt; and CO measurements in a quasi-Lagrangian experiment, J. Geophys. Res., 109, D14302, http://dx.doi.org/10.1029/2003JD004335doi:10.1029/2003JD004335, 2004. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple"> Seibert, P. and Frank, A.: Source-receptor matrix calculation with a Lagrangian particle dispersion model in backward mode, Atmos. Chem. Phys., 4, 51–63, http://dx.doi.org/10.5194/acp-4-51-2004doi:10.5194/acp-4-51-2004, 2004. </mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> Shashkov, A., Higuchi, K., and Chan, D.: Aircraft profiling of variation of CO&lt;sub&gt;2&lt;/sub&gt; over a Canadian Boreal Forest Site: a role of advection in the changes in the atmospheric boundary layer CO&lt;sub&gt;2&lt;/sub&gt; content, Tellus, 59B, 234–243, http://dx.doi.org/10.1111/j.1600-0889.2006.00237.xdoi:10.1111/j.1600-0889.2006.00237.x, 2007. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Sicard, M., Pérez, C., Rocadenbosch, F., Baldasano, J. M., and García-Vizcaino, D.: Mixed-layer depth determination in the Barcelona Coastal area from regular Lidar measurements: methods, results and limitations, Bound.-Layer Meteor., 119, 135–157, 2006. </mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple"> Sidorov, K., Sogachev, A., Langendörfer, U., Lloyd, J., Nepomnjashiy, I. L., Vygodskaya, N., Schmidt, M., and Levin, I.: Seasonal variability of greenhouse gases in the lower troposphere above the eastern European Taïga (Syktyvkar, Russia), Tellus, 54B, 735–748, 2002. </mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple"> Stohl, A. and Thomson, D. J.: A density correction for Lagrangian Particle Dispersion models, Bound-Lay. Meteorol., 90, 155–167, 1999. </mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple"> Stohl, A., Eckhardt, S., Forster, C., James, P., and Spichtinger, N.: On the pathways and timescales of intercontinental air pollution transport, J. Geophys. Res., 107(D23), 4684, http://dx.doi.org/10.1029/2001JD001396doi:10.1029/2001JD001396, 2002. </mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple"> Stohl, A., Forster, C., Eckhardt, S., Spichtinger, N., Huntrieser, H., Heland, J., Schlager, H., Wilhelm, S., Arnold, F., and Cooper, O.: A backward modeling study of intercontinental transport using aircraft measurements, J. Geophys. Res., 108(D12), 4370, http://dx.doi.org/10.1029/2002JD002862doi:10.1029/2002JD002862, 2003. </mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple"> Stohl, A., Forster, C., Frank, A., Seibert, P., and Wotawa, G.: Technical note: The Lagrangian particle dispersion model FLEXPART version 6.2, Atmos. Chem. Phys., 5, 2461–2474, http://dx.doi.org/10.5194/acp-5-2461-2005doi:10.5194/acp-5-2461-2005, 2005. </mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple"> Sun, J., Oncley, S. P., Burns, S. P., Stephens, B. B., Lenschow, D. H., Campos, T., Monson, R. K., Schimel, D. S., Sacks, W. J., De Wekker, S. F. J., Lai, C.-T., Lamb, B., Ojima, D., Ellsworth, P. Z., Sternberg, L. S. L., Zhong, S., Clements, C., Moore, D. J. P., Anderson, D. E., Watt, A. S., Hu, J., Tschudi, M., Aulenbach, S., Allwine, E., and Coons, T.: A Multiscale and Multidisciplinary Investigation Of Ecosystem – Atmosphere CO&lt;sub&gt;2&lt;/sub&gt; Exchange Over the Rocky Mountains of Colorado, Bull. Amer. Meteor. Soc., 91, 209–230, 2010. </mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple"> Taubman, B. F., Hains, J. C., Thompson, A. M., Marufu, L. T., Doddridge, B. G., Stehr, J. W., Piety, C. A., and Dickerson R. R.: Aircraft vertical profiles of trace gas and aerosol pollution over the mid-Atlantic United States: Statistics and meteorological cluster analysis, J. Geophys. Res., 111, D10S07, http://dx.doi.org/10.1029/2005JD006196doi:10.1029/2005JD006196, 2006. </mixed-citation>
</ref>
<ref id="ref65">
<label>65</label><mixed-citation publication-type="other" xlink:type="simple"> Tolk, L. F., Meesters, A. G. C. A., Dolman, A. J., and Peters, W.: Modelling representation errors of atmospheric CO&lt;sub&gt;2&lt;/sub&gt; mixing ratios at a regional scale, Atmos. Chem. Phys., 8, 6587–6596, http://dx.doi.org/10.5194/acp-8-6587-2008doi:10.5194/acp-8-6587-2008, 2008. </mixed-citation>
</ref>
<ref id="ref66">
<label>66</label><mixed-citation publication-type="other" xlink:type="simple"> van der Molen, M. K. and Dolman, A. J.: Regional carbon fluxes and the effect of topography on the variability of atmospheric CO&lt;sub&gt;2&lt;/sub&gt;, J. Geophys. Res.-Atmos., 112, D01104, http://dx.doi.org/10.1029/2006JD007649doi:10.1029/2006JD007649, 2007. </mixed-citation>
</ref>
<ref id="ref67">
<label>67</label><mixed-citation publication-type="other" xlink:type="simple"> Wofsy, S. C., Harriss, R. C., and. Kaplan, W. A.: Carbon dioxide in the atmosphere over the Amazon basin, J. Geophys. Res., 93(D2), 1377–1387, 1988. </mixed-citation>
</ref>
</ref-list>
</back>
</article>