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	<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>6</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/bg-6-1015-2009</doi>
	<article_url>http://www.biogeosciences.net/6/1015/2009/</article_url>
	<abstract_html>http://www.biogeosciences.net/6/1015/2009/bg-6-1015-2009.html</abstract_html>
	<fulltext_pdf>http://www.biogeosciences.net/6/1015/2009/bg-6-1015-2009.pdf</fulltext_pdf>
	<start_page>1015</start_page>
	<end_page>1026</end_page>
	<publication_date>2009-06-17</publication_date>
	<article_title content_type="html">Detecting regional variability in sources and sinks of carbon dioxide: a synthesis</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>A. J. Dolman</name>
			<email>han.dolman@geo.falw.vu.nl</email>
		</author>
		<author numeration="2" affiliations="2">
			<name>C. Gerbig</name>
		</author>
		<author numeration="3" affiliations="3">
			<name>J. Noilhan</name>
		</author>
		<author numeration="4" affiliations="3">
			<name>C. Sarrat</name>
		</author>
		<author numeration="5" affiliations="4">
			<name>F. Miglietta</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">VU University Amsterdam, Department of Earth Sciences, Boelelaan 1085, 1081 HV Amsterdam, The Netherlands</affiliation>
		<affiliation numeration="2" content_type="html">Max Planck Istitute for Biogeochemistry, Hans-Knoell-Str. 10, 07745 Jena, Germany</affiliation>
		<affiliation numeration="3" content_type="html">Météo France, CNRM_GMME 42, avenue G. Coriolis, 31057 Toulouse, France</affiliation>
		<affiliation numeration="4" content_type="html">Institute of Biometeorology, National Research Council (IBIMET-CNR), Via Caproni, 8-50145 Firenze, Italy</affiliation>
	</affiliations>
	<abstract content_type="html">The current paper reviews the experimental setup of the CarboEurope
Experimental Strategy (CERES) campaigns with the aim of providing an
overview of the instrumentation used, the data-set and associated modelling.
It then assesses progress in the field of regional observation and modelling
of carbon fluxes, bringing the papers of this special issue into a somewhat
broader context of analysis.
&lt;br&gt;&lt;br&gt;
Instrumental progress has been obtained in the field of remotely monitoring
from tall towers and the experimental planning. Flux measurements from
aircraft are now capable, within some constraints, to provide regular
regional observations of fluxes of CO&lt;sub&gt;2&lt;/sub&gt;, latent and sensible heat.
&lt;br&gt;&lt;br&gt;
Considerable effort still needs to be put into calibrating the surface
schemes of models, as they have direct impact on the input of energy,
moisture and carbon fluxes in the boundary layer. Overall, the mesoscale
models appear to be capable of simulating the large scale dynamics of the
region, but in the fine detail, like the precise horizontal and vertical
CO&lt;sub&gt;2&lt;/sub&gt; field differences between the models still exist. These errors
translate directly into transport uncertainty, when the forward simulations
are used in inverse mode. Quantification of this uncertainty, including that
of inadequate boundary layer height modelling, still remains a major
challenge for state of the art mesoscale models. Progress in inverse models
has been slow, but has shown that it is possible to estimate some of the
errors involved, and that using the combination of observations. Overall,
the capability to produce regional, high-resolution estimates of carbon
exchange, exist in potential, but the routine application will require
considerable effort, both in the experimental as in the modelling domain.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Ahmadov, R., Gerbig, C., Kretschmer, R., et al.: Meso-scale covariance of transport and CO&lt;sub&gt;2&lt;/sub&gt; fluxes: evidence from observations and simulations using the WRF-VPRM coupled atmosphere-biosphere model, J. Geophys. Res.-Atmos., 112, D22107, doi:10.1029/2007JD008552, 2007. </reference>
		<reference numeration="2" content_type="text"> 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, 2009. </reference>
		<reference numeration="3" content_type="text"> André, J. C., Goutorbe, J. P., and Perrier, A.: A hydrologic 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="4" content_type="text"> Andreae, M. O., Artaxo, P., Brandao, C., et al.: Biogeochemical cycling of carbon, water, energy, trace gases, and aerosols in Amazonia: The LBA-EUSTACH experiments, J. Geophys. Res., 107(D20), 8066, doi:10.1029/2001JD000524, 2002. </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, Agr. Forest Meteorol., 92, 73–95, 1998. </reference>
		<reference numeration="6" content_type="text"> Denning, A. S., Randall, D. A., Collatz, G. J., and Sellers, P. J.: Simulations of terrestrial carbon metabolism and atmospheric CO&lt;sub&gt;2&lt;/sub&gt; in a general circulation model, 2, Simulated CO&lt;sub&gt;2&lt;/sub&gt; concentrations, Tellus B, 48(4), 543–567, 1996. </reference>
		<reference numeration="7" 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="8" content_type="text"> Dolman, A. J., Noilhan, J., Durand, P., et al.: The CarboEurope regional experiment strategy, B. Am. Meteorol. Soc., 87(10), 1367–1379, 2006. </reference>
		<reference numeration="9" content_type="text"> Dolman, A. J., Freibauer, A., and Valentini, R.: The Continental Scale Greenhouse Gas balance of Europe, Springer Ecological Series 203, Springer, New York, 390 pp., 2008. </reference>
		<reference numeration="10" content_type="text"> Gerbig, C., Lin, J., Wofsy, S., Daube, B., Andrews, A., Stephens, B., Bakwin, P., and Grainger, 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, doi:10.1029/2002JD003018, 2003. </reference>
		<reference numeration="11" content_type="text"> Gerbig, C., Dolman, A. J., and Heimann, M.: On observational and modelling strategies targeted at regional carbon exchange over continents, Biogeosciences Discuss., 6, 1317–1343, 2009. </reference>
		<reference numeration="12" content_type="text"> Gioli, B. A. F. M., Martino, D. B., Hutjes, R. A., Dolman, H. A. J., Lindroth, A., Schumacher, M., Sanz, M., Manca, G., Peressotti, A., and Dumas, E. J.: Comparison between tower and aircraft-based eddy covariance fluxes in five European regions, Agr. Forest Meteorol., 127, 1–16, 2004. </reference>
		<reference numeration="13" content_type="text"> Gurney, K., Law, R. M., Rayner, P., et al.: 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. </reference>
		<reference numeration="14" content_type="text"> Habets, F., Boone, A., Champeaux, J.-L., Etchevers, P., Franchisteguy, L., Leblois, E., Ledoux, E., Le Moigne, P., Martin, E., and Morel, S.: The SAFRAN-ISBA-MODCOU hydrometeorological model applied over France, J. Geophys. Res.-Atmos., 113, D06113, doi:10.1029/2007JD008548, 2008. </reference>
		<reference numeration="15" content_type="text"> Jarosz, N., Béziat, P., Bonnefond, J. M., Brunet, Y., Calvet, J. C., Ceschia, E., Elbers, J. A., Hutjes, R. W. A., and Traullé, O.: Effect of land use on carbon dioxide, water vapour and energy exchange over terrestrial ecosystems in Southwestern France during the CERES campaign, Biogeosciences Discuss., 6, 2755–2784, 2009. </reference>
		<reference numeration="16" 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, 2008. </reference>
		<reference numeration="17" content_type="text"> Meesters, A. G. C. A., Tolk, L. F., and Dolman, A. J.: Mass conservation above slopes in the Regional Atmospheric Model ling System (RAMS), Environ. Fluid Mech., 8(3), 239–248, 2008. </reference>
		<reference numeration="18" content_type="text"> Miglietta, F., Gioli, B., Hutjes, R. W. A., and Reichstein, M.: Net regional ecosystem CO&lt;sub&gt;2&lt;/sub&gt; exchange from airborne and ground-based eddy covariance, land-use maps and weather observations, Glob. Change Biol., 13, 548–560, 2007. </reference>
		<reference numeration="19" content_type="text"> Miglietta, F., Gioli, B., Brunet, Y., Hutjes, R. W. A., Matese, A., Sarrat, C., and Zaldei, A.: Sensible and latent heat flux from radiometric surface temperatures at the regional scale: methodology and validation, Biogeosciences Discuss., 6, 1945–1978, 2009. </reference>
		<reference numeration="20" content_type="text"> Nicholls, M., Prihdodko, S. D., and 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, D18117, doi:10.1029/2003JD004482, 2004. </reference>
		<reference numeration="21" content_type="text"> Peters, W., Jacobson, A., Sweeney, C., Andrews, A., Conway, T., Masarie, K., et al.: An atmospheric perspective on North American carbon dioxide exchange: CarbonTracker, P. Natl. Acad. Sci., 104(48), 18925–18930, 2007. </reference>
		<reference numeration="22" content_type="text"> Pielke, R. A., Cotton, W. R., Walko, R. L., Tremback, C. J., Lyons, W. A., Grasso, L. D., Nicholls, M. E., Moran, M. D., Lee, D. A. W. T. J., and Copeland, J. H.: A Comprehensive Meteorological Modelling System Rams, Meteorol. Atmos. Phys., 49, 69–91, 1992. </reference>
		<reference numeration="23" content_type="text"> Rascher, U., Agati, G., Alonso, L., Cecchi, G., Champagne, S., Colombo, R., Damm, A., Daumard, F., de Miguel, E., Fernandez, G., Franch, B., Franke, J., Gerbig, C., Gioli, B., Gómez, J. A., Goulas, Y., Guanter, L., Gutiérrez-de-la-Cámara, Ó., Hamdi, K., Hostert, P., Jiménez, M., Kosvancova, M., Lognoli, D., Meroni, M., Miglietta, F., Moersch, A., Moreno, J., Moya, I., Neininger, B., Okujeni, A., Ounis, A., Palombi, L., Raimondi, V., Schickling, A., Sobrino, J. A., Stellmes, M., Toci, G., Toscano, P., Udelhoven, T., van der Linden, S., and Zaldei, A.: CEFLES2: the remote sensing component to quantify photosynthetic efficiency from the leaf to the region by measuring sun-induced fluorescence in the oxygen absorption bands, Biogeosciences Discuss., 6, 2217–2266, 2009. </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., 395, 112, D12105, doi:10.1029/2006JD008107, 2007a. </reference>
		<reference numeration="25" 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, 2007. </reference>
		<reference numeration="26" content_type="text"> Sarrat, C., Noilhan, J., Lacarrère, P., Ceschia, E., Ciais, P., Dolman, A. J., Elbers, J. A., Gerbig, C., Gioli, B., Lauvaux, T., Miglietta, F., Neininger, B., Ramonet, M., Vellinga, O., and Bonnefond, J. M.: Mesoscale modelling of the CO&lt;sub&gt;2&lt;/sub&gt; interactions between the surface and the atmosphere applied to the April 2007 CERES field experiment, Biogeosciences, 6, 633–646, 2009. </reference>
		<reference numeration="27" content_type="text"> Skamarok, W. C.; Klemp, J. B., Dudhia, J., Gill, D. O., Barker, D. M., Wang, W., and Powers, J. G.: A description of the advanced research WRF version 2, NCAR Technical Note, 468+STR, available at http://www.mmm.ucar.edu/wrf/users/docs/arwv2.pdf, last access on 15 June 2009, 2005. </reference>
		<reference numeration="28" content_type="text"> Stephens, B. B., Gurney, K. R., Tans, P. P., et al.: Weak northern and strong tropical land carbon uptake from vertical profiles of atmospheric CO&lt;sub&gt;2&lt;/sub&gt;, Science, 316, 1732–1735, 2007. </reference>
		<reference numeration="29" content_type="text"> Schmitgen, S., Gei, 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="30" content_type="text"> Stella, P., Lamaud, E., Brunet, Y., Bonnefond, J.-M., Loustau, D., and Irvine, M.: Simultaneous measurements of CO&lt;sub&gt;2&lt;/sub&gt; and water exchanges over three agroecosystems in South-West France, Biogeosciences Discuss., 6, 2489–2522, 2009. </reference>
		<reference numeration="31" content_type="text"> Ter Maat, H. W. and Hutjes, R. W. A.: Simulating carbon exchange using a regional atmospheric model coupled to an advanced land-surface model, Biogeosciences Discuss., 5, 4161–4207, 2008. </reference>
		<reference numeration="32" content_type="text"> 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, 2008. </reference>
		<reference numeration="33" content_type="text"> 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., 112, D01104, doi:10.1029/2006JD007649, 2007. </reference>
		<reference numeration="34" content_type="text"> Vickers, D. and Mahrt, L.: A solution for flux contamination by mesoscale motions with very weak turbulence, Bound.-Lay. Meteorol., 118, 431–447, 2006. </reference>
		<reference numeration="35" content_type="text"> Vila-Guerau de Arellano, J., Gioli, B., Miglietta, F., Jonker, H., Baltink, H., Hutjes, R., and Holtslag, A.: Entrainment process of carbon dioxide in the atmospheric boundary layer, J. Geophys. Res., 109, D18110, doi:10.1029/2004JD004725, 2004. </reference>
	</references>
</article>

