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<article language="en">
	<journal>
		<journal_title>Biogeosciences</journal_title>
		<journal_url>www.biogeosciences.net</journal_url>
		<issn>1726-4170</issn>
		<eissn>1726-4189</eissn>
		<volume_number>6</volume_number>
		<issue_number>1</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/bg-6-113-2009</doi>
	<article_url>http://www.biogeosciences.net/6/113/2009/</article_url>
	<abstract_html>http://www.biogeosciences.net/6/113/2009/bg-6-113-2009.html</abstract_html>
	<fulltext_pdf>http://www.biogeosciences.net/6/113/2009/bg-6-113-2009.pdf</fulltext_pdf>
	<start_page>113</start_page>
	<end_page>127</end_page>
	<publication_date>2009-01-22</publication_date>
	<article_title content_type="html">CO&lt;sub&gt;2&lt;/sub&gt; budgeting at the regional scale using a Lagrangian experimental strategy and meso-scale modeling</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>C. Sarrat</name>
			<email>claire.sarrat@cnrm.meteo.fr</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>J. Noilhan</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>P. Lacarrère</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>V. Masson</name>
		</author>
		<author numeration="5" affiliations="2">
			<name>E. Ceschia</name>
		</author>
		<author numeration="6" affiliations="3">
			<name>P. Ciais</name>
		</author>
		<author numeration="7" affiliations="4">
			<name>A. Dolman</name>
		</author>
		<author numeration="8" affiliations="5">
			<name>J. Elbers</name>
		</author>
		<author numeration="9" affiliations="6">
			<name>C. Gerbig</name>
		</author>
		<author numeration="10" affiliations="7,8">
			<name>N. Jarosz</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">CNRM-GAME, Météo France, 42 avenue Coriolis, 31057 Toulouse, France</affiliation>
		<affiliation numeration="2" content_type="html">CESBIO, 8 av. E. Belin, 31401 Toulouse, France</affiliation>
		<affiliation numeration="3" content_type="html">LSCE, CEA/Saclay, 91191 Gif-sur-Yvette, France</affiliation>
		<affiliation numeration="4" content_type="html">Vrije Universiteit, De Boelelaan 1085, 1081 HV Amsterdam, The Netherlands</affiliation>
		<affiliation numeration="5" content_type="html">ALTERRA, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands</affiliation>
		<affiliation numeration="6" content_type="html">Max Planck Institute for Biogeochemistry, Hans-Knoell-Str. 10, 07745 Jena, Germany</affiliation>
		<affiliation numeration="7" content_type="html">INRA, B. P. 81, 33883 Villenave d&apos;Ornon, France</affiliation>
		<affiliation numeration="8" content_type="html">now at: CESBIO, 8 av. E. Belin, 31401 Toulouse, France</affiliation>
	</affiliations>
	<abstract content_type="html">An atmospheric Lagrangian experiment for regional CO&lt;sub&gt;2&lt;/sub&gt; budgeting with
aircraft measurements took place during the CarboEurope Regional Experiment Strategy campaign (CERES) in south-west France, in June 2005. The atmospheric CO&lt;sub&gt;2&lt;/sub&gt; aircraft measurements taken upstream and downstream of an
active and homogeneous pine forest revealed a CO&lt;sub&gt;2&lt;/sub&gt; depletion in the same
air mass, using a Lagrangian strategy. This field experiment was analyzed
with a meteorological meso-scale model interactively coupled with a surface
scheme, with plant assimilation, ecosystem respiration, anthropogenic CO&lt;sub&gt;2&lt;/sub&gt;
emissions and sea fluxes. First, the model was carefully validated against
observations made close to the surface and in the atmospheric boundary layer.
Then, the carbon budget was evaluated using the numerous CERES observations,
by upscaling the surface fluxes observations, and using the modeling results,
in order to estimate the relative contribution of each physical process.
&lt;br&gt;&lt;br&gt;
A good agreement is found between the two methods which use the same vegetation
map: the estimation of the regional CO&lt;sub&gt;2&lt;/sub&gt; surface flux by the Eulerian
meso-scale model budget is close to the budget deduced from the
upscaling of the observed surface fluxes, and found a budget between &amp;minus;9.4
and &amp;minus;12.1 μmol.m&lt;sup&gt;&amp;minus;2&lt;/sup&gt;.s&lt;sup&gt;&amp;minus;1&lt;/sup&gt;, depending on the size of the considered area.
Nevertheless, the associated uncertainties are rather large for the upscaling
 method and reach 50%. A third method, using Lagrangian observations of CO&lt;sub&gt;2&lt;/sub&gt;
estimates a regional CO&lt;sub&gt;2&lt;/sub&gt; budget a few different and more scattered,
 (&amp;minus;16.8 μmol.m&lt;sup&gt;&amp;minus;2&lt;/sup&gt;.s&lt;sup&gt;&amp;minus;1&lt;/sup&gt; for the small sub-domain and &amp;minus;8.6 μmol.m&lt;sup&gt;&amp;minus;2&lt;/sup&gt;.s&lt;sup&gt;&amp;minus;1&lt;/sup&gt; for the larger one). For this budgeting
 method, we estimate a mean of 31% error, mainly arising from the time
 of integration between the two measurements of the Lagrangian experiment.
 The paper describes in details the three methods to assess the regional CO&lt;sub&gt;2&lt;/sub&gt; budget and the associated errors.</abstract>
	<references>
		<reference numeration="1" content_type="text"> André, J.-C., Goutorbe, J.-P., and~Perrier, A.: HAPEX-MOBILHY: an hydrological atmospheric experiment for the study of water budget and evaporation flux at the climatic scale, B. Am. Meteorol. Soc., 67, 138–144, 1986. </reference>
		<reference numeration="2" content_type="text"> Bélair, S.,~Lacarrère, P.,~Noilhan, J.,~Masson, V., and~Stein, J.: High-resolution simulation of surface and turbulent fluxes during HAPEX-MOBILHY, Mon. Weather Rev., 126, 2234–2253, 1998. </reference>
		<reference numeration="3" content_type="text"> Bousquet, P.,~Ciais, P.,~Monfray, P.,~Balkansk, Y. I.,~Ramonet, M., and~Tans, P.: Influence of two atmospheric transport models on inferring sources and sinks of atmospheric CO&lt;sub&gt;2&lt;/sub&gt;, Tellus, 48B, 568–582, 1998. </reference>
		<reference numeration="4" content_type="text"> Béziat, P.,~Ceschia, E., and~Dedieu, G.: Carbon balance of a three crops succession over two cropland sites in South-West France, Agric. Forest Met., accepted, 2008. </reference>
		<reference numeration="5" content_type="text"> Calvet, J.-C.,~Noilhan, J., Roujean, J.-L.,~Bessemoulin, P.,~Cabelguenne, M., Olioso, A., and Wigneron, J.-P.: An interactive vegetation SVAT model tested against data from six contrasting sites, Agri. Forest Meteor., 92, 73–95, 1998. </reference>
		<reference numeration="6" content_type="text"> Champeaux, J.,~Fortin, H., and Han, K.-S.: Spatio-temporal characterization of biomes over south-west of France using SPOT/VEGETATION and Corine Land Cover datasets, IGARSS&apos;05 Proceedings, 2005. </reference>
		<reference numeration="7" content_type="text"> de Arellano, J. V.-G., Gioli, B., Miglietta, F., Jonker, H. J. J., Baltink, H. K., Hutjes, R. W. A., and Holtslag, A. A. M.: Entrainment process of carbon dioxide in the atmospheric boundary layer, J. Geophys. Res., 109, D18110, doi:10.1029/2004JD004725, 2004. </reference>
		<reference numeration="8" content_type="text"> Denning, S.,~Nicholls, M.,~Prihodko, L.,~Baker, I., Vidale, P.-L.,~Davis, K., and Bakwin, P.: Simulated variations in atmospheric CO&lt;sub&gt;2&lt;/sub&gt; over a Wisconsin forest using a coupled ecosystem-atmosphere model, Glob. Change Biol., 9, 1241–1250, 2003. </reference>
		<reference numeration="9" content_type="text"> Dolman, A.,~Noilhan, J.,~Durand, P.,~Sarrat, C.,~Brut, A.,~Butet, A.,~Jarosz, N., Brunet, Y.,~Loustau, D.,~Lamaud, E.,~Tolk, L.,~Ronda, R.,~Miglietta, F.,~Gioli, B., Magliulo, E.,~Esposito, M.,~Gerbig, C.,~Körner, S.,~Galdemard, P.,~Ramonet, M., Ciais, P.,~Neininger, B.,~Hutjes, R.,~Elbers, J.,~Warnecke, T.,~Landa, G.,~Sanz, M., Scholz, Y., and~Facon, G., CERES, the CarboEurope Regional Experiment Strategy in Les Landes, south-west France, May–June 2005, B. Am. Meteorol. Soc., 87(10), 1367–1379, 2006. </reference>
		<reference numeration="10" content_type="text"> Gibert, F.,~Schmidt, M.,~Cuesta, J., Ciais, P.,~Ramonet, M.,~Xueref, I.,~Larmanou, E., and~Flamant, P. H.: Retrieval of average CO&lt;sub&gt;2&lt;/sub&gt; fluxes by combining in situ CO&lt;sub&gt;2&lt;/sub&gt; measurements and backscatter lidar information, J. Geophys. Res., 112, D10301, doi:10.1029/2006JD008190, 2007. </reference>
		<reference numeration="11" content_type="text"> Habets, F.,~Noilhan, J.,~Golaz, C.,~Goutorbe, J.,~Lacarrère, P.,~Leblois, E., Ledoux, E.,~Martin, E.,~Ottlé, C., and~Vidal, D.: The ISBA surface scheme in a macroscale hydrological model applied in the Hapex-Mobilhy area, J. Hydrol., 217, 75–96, 1999. </reference>
		<reference numeration="12" content_type="text"> Habets, F.,~Boone, A.,~Champeaux, J.,~Etchevers, P.,~Franchisteguy, L.,~Leblois, E., Ledoux, E., Moigne, P L.,~Martin, E.,~Morel, S.,~Noilhan, J., Segu\&apos;i, P Q., Regimbeau, F R., and~Viennot, P.: The SAFRAN-ISBA-MODCOU hydrometeorological model applied over France, J. Geophys. Res., 113, D06113, doi:10.1029/2007JD00854, 2008. </reference>
		<reference numeration="13" content_type="text"> Lauvaux, T., Pannekoucke, O., Sarrat, C., Chevallier, F., Ciais, P., Noilhan, J., and Rayner, P. J.: Structure of the transport uncertainty in mesoscale inversions of CO&lt;sub&gt;2&lt;/sub&gt; sources and sinks using ensemble model simulations, Biogeosciences Discuss., 5, 4813–4846, 2008a. </reference>
		<reference numeration="14" content_type="text"> Lauvaux, T., Uliasz, M., Sarrat, C., Chevallier, F., Bousquet, P., Lac, C., Davis, K. J., Ciais, P., Denning, A. S., and Rayner, P. J.: Mesoscale inversion: first results from the CERES campaign with synthetic data, Atmos. Chem. Phys., 8, 3459–3471, 2008b. </reference>
		<reference numeration="15" content_type="text"> Lin, J.,~Gerbig, C.,~Wofsy, S.,~Andrews, A.,~Daube, B.,~Grainger, C.,~Stephens, B., Bakwin, P., and~Hollinger, D.: 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(D15), D15304, doi:10.1029/2004JD004754, 2004. </reference>
		<reference numeration="16" content_type="text"> Lin, J C.,~Gerbig, C., Wofsy, S C., Daube, B C., Matross, D M., Chow, V Y., Gottlieb, E., Andrews, A E.,~Pathmathevan, M., and Munger, J W.: What have we learned from intensive atmospheric sampling field programs of CO&lt;sub&gt;2&lt;/sub&gt;?, Tellus B, 58(5), 331–343, 2006. </reference>
		<reference numeration="17" content_type="text"> Lin, J C.,~Gerbig, C., Wofsy, S C., Chow, V Y.,~Gottlieb, E., Daube, B C., and Matross, D M.: Designing Lagrangian experiments to measure regional-scale trace gas fluxes, J. Geophys. Res., 112, D13312, doi:10.1029/2006JD008077, 2007. </reference>
		<reference numeration="18" content_type="text"> Masson, V.,~Champeaux, J.,~Chauvin, F.,~Mériguet, C., and~Lacaze, R.: A global database of land surface parameters at 1 km resolution for use in meteorological and climate models, J. Climate, 16, 1261–1282, 2003. </reference>
		<reference numeration="19" content_type="text"> Matross, D M., Andrews, A E.,~Pathmathevan, M.,~Gerbig, C., Lin, J C., Wofsy, S C., Daube, B C., Gottlieb, E W., Chow, V Y., Lee, J T.,~Zhao, C., Bakwin, P S., Munger, J W., and Hollinger, D Y.: Estimating regional carbon exchange in New England and Quebec by combining atmospheric, ground-based and satellite data, Tellus, 58B, 344–358, 2006. </reference>
		<reference numeration="20" content_type="text"> Nicholls, M.,~Prihdodko, S D., Prihdodko, L., Vidale, P.-L.,~Baker, I.,~Davis, K., and Bakwin, P.: A multiple-scale simulation of variations in atmospheric carbon dioxide using a coupled biosphere-atmospheric model, J. Geophys. Res., 109(D18), D18117, doi:10.1029/2003JD004482, 2004. </reference>
		<reference numeration="21" content_type="text"> Noilhan, J. and~Planton, S.: A simple parametrization of land surface processes for meteorological models, Mon. Weather Rev., 117, 536–549, 1989. </reference>
		<reference numeration="22" content_type="text"> Pérez-Landa, G., Ciais, P., Gangoiti, G., Palau, J. L., Carrara, A., Gioli, B., Miglietta, F., Schumacher, M., Millán, M. M., and Sanz, M. J.: Mesoscale circulations over complex terrain in the Valencia coastal region, Spain - Part 2: Modeling CO&lt;sub&gt;2&lt;/sub&gt; transport using idealized surface fluxes, Atmos. Chem. Phys., 7, 1851–1868, 2007. </reference>
		<reference numeration="23" content_type="text"> 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, 2007a. </reference>
		<reference numeration="24" content_type="text"> Sarrat, C.,~Noilhan, J.,~Lacarrère, P.,~Donier, S.,~Lac, C., Calvet, J.-C., Dolman, A.,~Gerbig, C.,~Neininger, B.,~Ciais, P.,~Paris, J.,~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, doi:10.1029/2006JD008107, 2007b. </reference>
		<reference numeration="25" content_type="text"> Richardson, A. and~Hollinger, D.: A multi-site analysis of random error in tower-based measurements of carbon and energy fluxes, Agric. Forest Met., 136(1–2), 1–18, 2007. </reference>
		<reference numeration="26" content_type="text"> Roujean, J.-L. and~Lacaze, R.: Global mapping of vegetation parameters from polder multiangular measurements for studies of surface-atmosphere interactions: A pragmatic method and its validation,, J. Geophys. Res., 107(D12), 4150, doi:10.1029/2001JD000751, 2002. </reference>
		<reference numeration="27" content_type="text"> 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(D14), D14302, doi:10.1029/2003JD004335, 2004. </reference>
		<reference numeration="28" content_type="text"> Takahashi, T.,~Feely, R., Wanninkhof, R W., Wanninkhof, R.,~Chipman, D.,~Sutherland, S., and~Takahashi, T.: Global air-sea flux of CO&lt;sub&gt;2&lt;/sub&gt;: An estimate based on measurements of sea-air $p$CO&lt;sub&gt;2&lt;/sub&gt; difference, P. Natl. Acad., 94, 8292–8299, 1997. </reference>
		<reference numeration="29" content_type="text"> Tennekes, H.: A model for the dynamics of the inversion above a convective boundary layer, J. Atmos. Sci., 30, 558–567, 1973. </reference>
	</references>
</article>

