<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.biogeosciences.net/inc/bg/copernicus.dtd">
<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>10</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/bg-6-1949-2009</doi>
	<article_url>http://www.biogeosciences.net/6/1949/2009/</article_url>
	<abstract_html>http://www.biogeosciences.net/6/1949/2009/bg-6-1949-2009.html</abstract_html>
	<fulltext_pdf>http://www.biogeosciences.net/6/1949/2009/bg-6-1949-2009.pdf</fulltext_pdf>
	<start_page>1949</start_page>
	<end_page>1959</end_page>
	<publication_date>2009-10-01</publication_date>
	<article_title content_type="html">On observational and modelling strategies targeted at regional carbon exchange over continents</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>C. Gerbig</name>
			<email>cgerbig@bgc-jena.mpg.de</email>
		</author>
		<author numeration="2" affiliations="2">
			<name>A. J. Dolman</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>M. Heimann</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Max-Planck-Institute for Biogeochemistry, Jena, Germany</affiliation>
		<affiliation numeration="2" content_type="html">VU University Amsterdam, Amsterdam, The Netherlands</affiliation>
	</affiliations>
	<abstract content_type="html">Estimating carbon exchange at regional scales is paramount to understanding
feedbacks between climate and the carbon cycle, but also to verifying
climate change mitigation such as emission reductions and strategies
compensating for emissions such as carbon sequestration. This paper
discusses evidence for a number of important shortcomings of current
generation modelling frameworks designed to provide regional scale budgets
from atmospheric observations. Current top-down and bottom-up approaches
targeted at deriving consistent regional scale carbon exchange estimates for
biospheric and anthropogenic sources and sinks are hampered by a number of
issues: we show that top-down constraints using point measurements made from
tall towers, although sensitive to larger spatial scales, are however
influenced by local areas much more strongly than previously thought. On the
other hand, classical bottom-up approaches using process information
collected at the local scale, such as from eddy covariance data, need
up-scaling and validation on larger scales. We therefore argue for a
combination of both approaches, implicitly providing the important local
scale information for the top-down constraint, and providing the atmospheric
constraint for up-scaling of flux measurements. Combining these data streams
necessitates quantifying their respective representation errors, which are
discussed. The impact of these findings on future network design is
highlighted, and some recommendations are given.</abstract>
	<references>
		<reference numeration="1" content_type="text"> % vor jede Referenz Ahmadov, R., Gerbig, C., Kretschmer, R., Koerner, S., Neininger, B., Dolman, A. J., and Sarrat, C.: Mesoscale 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 CO2 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"> Bakwin, P. S., Tans, P. P., Zhao, C. L., Ussler III, W., and Quesnell, E.: Measurements of carbon dioxide on a very tall tower, Tellus B, 47, 535–549, 1995. </reference>
		<reference numeration="4" content_type="text"> Baldocchi, D., Falge, E., Gu, L. H., Olson, R., Hollinger, D., Running, S., Anthoni, P., Bernhofer, C., Davis, K., Evans, R., Fuentes, J., Goldstein, A., Katul, G., Law, B., Lee, X. H., 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, 2415–2434, 2001. </reference>
		<reference numeration="5" content_type="text"> Canadell, J. G., Le Quéré, C., Raupach, M. R., Field, C. B., Buitenhuis, E. T., Ciais, P., Conway, T. J., Gillett, N. P., Houghton, R. A., and Marland, G.: Contributions to accelerating atmospheric CO&lt;sub&gt;2&lt;/sub&gt; growth from economic activity, carbon intensity, and efficiency of natural sinks, P. Natl. Acad. Sci. USA, 104, 18866–18870, 2007. </reference>
		<reference numeration="6" content_type="text"> Ciais, P., Borges, A. V., Abril, G., Meybeck, M., Folberth, G., Hauglustaine, D., and Janssens, I. A.: The impact of lateral carbon fluxes on the European carbon balance, Biogeosciences, 5, 1259–1271, 2008. </reference>
		<reference numeration="7" content_type="text"> Ciais, P., Bousquet, P., Freibauer, A., and Naegler, T.: Horizontal displacement of carbon associated with agriculture and its impacts on atmospheric CO&lt;sub&gt;2&lt;/sub&gt;, Glob. Biogeochem. Cy., 21, GB2014, doi:10.1029/2006GB002741, 2007. </reference>
		<reference numeration="8" content_type="text"> 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, doi:10.1029/2007JD008716, 2008. </reference>
		<reference numeration="9" content_type="text"> Crisp, D., Atlas, R. M., Breon, F.-M., Brown, L. R., Burrows, J. P., Ciais, P., Connor, B. J., Doney, S. C., Fung, I. Y., Jacob, D. J., Miller, C. E., O&apos;Brien, D., Pawson, S., Randerson, J. T., Rayner, P., Salawitch, R. J., Sander, S. P., Sen, B., Stephens, G. L., Tans, P. P., Toon, G. C., Wennberg, P. O., Wofsy, S. C., Yung, Y. L., Kuang, Z., Chudasama, B., Sprague, G., Weiss, B., Pollock, R., Kenyon, D., and Schroll, S.: The Orbiting Carbon Observatory (OCO) mission, Adv. Space Res., 34, 700–709, 2004. </reference>
		<reference numeration="10" content_type="text"> Denning, A. S., Zhang, N., Yi, C. X., 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. </reference>
		<reference numeration="11" content_type="text"> 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, R., 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. Amer. Meteorol. Soc., 87, 1367–1379, 2006. </reference>
		<reference numeration="12" content_type="text"> Dolman, A. J., Noilhan, J., Tolk, L., Lauvaux, T., Molen, M. v. d., Gerbig, C., Miglietta, F., and Pérez-Landa, G.: Regional Measurements and Modelling of Carbon Exchange, in: The Continental-Scale Greenhouse Gas Balance of Europe, edited by: Dolman, A. J., Valentini, R., and Freibauer, A., Springer, 2008. </reference>
		<reference numeration="13" content_type="text"> Eiden, M., van der Linden, S., Schween, J. H., Gerbig, C., Neininger, B., Brunet, Y., Jarosz, N., Traullé, O., Geiss, H., and Rascher, U.: Elucidating physiology of plant mediated exchange processes using airborne hyperspectral reflectance measurements in synopsis with eddy covariance data, International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 34, 473–481, 2007. </reference>
		<reference numeration="14" content_type="text"> Geels, C., Gloor, M., Ciais, P., Bousquet, P., Peylin, P., Vermeulen, A. T., Dargaville, R., Aalto, T., Brandt, J., Christensen, J. H., Frohn, L. M., Haszpra, L., Karstens, U., Rödenbeck, C., Ramonet, M., Carboni, G., and Santaguida, R.: Comparing atmospheric transport models for future regional inversions over Europe – Part 1: mapping the atmospheric CO&lt;sub&gt;2&lt;/sub&gt; signals, Atmos. Chem. Phys., 7, 3461–3479, 2007. </reference>
		<reference numeration="15" content_type="text"> 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.-Atmos., 108, 4757, doi:10.1029/2003JD003770, 2003b. </reference>
		<reference numeration="16" content_type="text"> 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.-Atmos., 108, 4756, doi:10.1029/2002JD003018, 2003a. </reference>
		<reference numeration="17" content_type="text"> Gerbig, C., Lin, J. C., Munger, J. W., and Wofsy, S. C.: What can tracer observations in the continental boundary layer tell us about surface-atmosphere fluxes?, Atmos. Chem. Phys., 6, 539–554, 2006. </reference>
		<reference numeration="18" content_type="text"> 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, 2008. </reference>
		<reference numeration="19" content_type="text"> Gloor, M., Fan, S.-M., Pacala, S., and Sarmiento, J.: Optimal sampling of the atmosphere for purpose of inverse modeling: A model study, Global Biogeochem. Cy., 14, 407–428, 2000. </reference>
		<reference numeration="20" content_type="text"> 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.-Atmos., 106, 17831–17840, 2001. </reference>
		<reference numeration="21" content_type="text"> Gurney, K. R., Law, R. M., Denning, A. S., Rayner, P. J., Baker, D., Bousquet, P., Bruhwiler, 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. </reference>
		<reference numeration="22" content_type="text"> Haszpra, L., Barcza, Z., Bakwin, P. S., Berger, B. W., Davis, K. J., and Weidinger, T.: Measuring system for the long-term monitoring of biosphere/atmosphere exchange of carbon dioxide, J. Geophys. Res.-Atmos., 106, 3057–3069, 2001. </reference>
		<reference numeration="23" content_type="text"> Heimann, M., Rödenbeck, C., and Churkina, G.: Multiple Constraint Estimates of the European Carbon Balance, in: The Continental-Scale Greenhouse Gas Balance of Europe, edited by: Dolman, A. J., Valentini, R., and Freibauer, A., Springer, 2008. </reference>
		<reference numeration="24" content_type="text"> IPCC: Climate Change 2007: Synthesis Report, Contribution of Working Groups I, II and III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Core Writing Team, Pachauri, R. K and Reisinger, A., IPCC, Cambridge University Press, Cambridge, 104~pp., 2007. </reference>
		<reference numeration="25" content_type="text"> Kaminski, T., Rayner, P. J., Heimann, M., and Enting, I. G.: On aggregation errors in atmospheric transport inversions, J. Geophys. Res.-Atmos., 106, 4703–4715, 2001. </reference>
		<reference numeration="26" content_type="text"> Kaminski, T., Knorr, W., Rayner, P. J., and Heimann, M.: Assimilating atmospheric data into a terrestrial biosphere model: A case study of the seasonal cycle, Global Biogeochem. Cy., 16, 1066, doi:10.1029/2001GB001463, 2002. </reference>
		<reference numeration="27" 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.: Mesoscale inversion: first results from the CERES campaign with synthetic data, Atmos. Chem. Phys. Discuss., 7, 10439–10465, 2007. </reference>
		<reference numeration="28" 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, 2008. </reference>
		<reference numeration="29" 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, 6, 1089–1102, 2009. </reference>
		<reference numeration="30" content_type="text"> Lin, J. C., Gerbig, C., Wofsy, S. C., Andrews, A. E., Daube, B. C., Davis, K. J., and Grainger, C. A.: A near-field tool for simulating the upstream influence of atmospheric observations: The Stochastic Time-Inverted Lagrangian Transport (STILT) model, J. Geophys. Res.-Atmos., 108, 4493, doi:10.1029/2002JD003161, 2003. </reference>
		<reference numeration="31" content_type="text"> Lin, J. C., Gerbig, C., Daube, B. C., Wofsy, S. C., Andrews, A. E., Vay, S. A., and Anderson, B. E.: An empirical analysis of the spatial variability of atmospheric CO&lt;sub&gt;2&lt;/sub&gt;: Implications for inverse analyses and space-borne sensors, Geophys. Res. Lett., 31, L23104, doi:10.1029/2004GL020957, 2004. </reference>
		<reference numeration="32" content_type="text"> Lin, J. C. and Gerbig, C.: Accounting for the effect of transport errors on tracer inversions, Geophys. Res. Lett., 32, L01802, doi:10.1029/2004GL021127, 2005. </reference>
		<reference numeration="33" 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 programmes of CO&lt;sub&gt;2&lt;/sub&gt;?, Tellus B, 58, 331–343, 2006. </reference>
		<reference numeration="34" content_type="text"> Machida, T., Matsueda, H., Sawa, Y., Nakagawa, Y., Hirotani, K., Kondo, N., Goto, K., Nakazawa, T., Ishikawa, K., and Ogawa, T.: Worldwide measurements of atmospheric CO&lt;sub&gt;2&lt;/sub&gt; and other trace gas species using commercial airlines, J. Atmos. Ocean. Tech., 25(10), 1744–1754, doi:10.1175/2008JTECHA1082.1, 2008. </reference>
		<reference numeration="35" content_type="text"> Matross, D. M., Andrews, A., Pathmathevan, M., Gerbig, C., Lin, J. C., Wofsy, S. C., Daube, B. C., Gottlieb, E. W., Chow, V. Y., Lee, J. T., Zhao, C. L., 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 B, 58, 344–358, 2006. </reference>
		<reference numeration="36" content_type="text"> 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. </reference>
		<reference numeration="37" content_type="text"> Patra, P. K., Gurney, K. R., Denning, A. S., Maksyutov, S., Nakazawa, T., Baker, D., Bousquet, P., Bruhwiler, L., Chen, Y.-H., Ciais, P., Fan, S. M., Fung, I., Gloor, M., Heimann, M., Higuchi, K., John, J., Law, R. M., Maki, T., Pak, B. C., Peylin, P., Prather, M., Rayner, P. J., Sarmiento, J., Taguchi, S., Takahashi, T., and Yuen, C.-W.: Sensitivity of inverse estimation of annual mean CO&lt;sub&gt;2&lt;/sub&gt; sources and sinks to ocean-only sites versus all-sites observational networks, Geophys. Res. Lett., 33, L05814, doi:10.1029/2005GL025403, 2006. </reference>
		<reference numeration="38" 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="39" content_type="text"> 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, P. Natl. Acad. Sci. USA, 104, 18925–18930, 2007. </reference>
		<reference numeration="40" content_type="text"> Peylin, P., Bousquet, P., Le Quéré, C., Sitch, S., Friedlingstein, P., McKinley, G., Gruber, N., Rayner, P., and Ciais, P.: Multiple constraints on regional CO&lt;sub&gt;2&lt;/sub&gt; flux variations over land and oceans, Global Biogeochem. Cy., 19, GB1011, doi:10.1029/2003GB002214, 2005. </reference>
		<reference numeration="41" content_type="text"> Ramonet, M. and Monfray, P.: CO&lt;sub&gt;2&lt;/sub&gt; baseline concept in 3-D atmospheric transport models, Tellus B, 48, 502–520, 1996. </reference>
		<reference numeration="42" content_type="text"> Rayner, R. J: Optimizing CO&lt;sub&gt;2&lt;/sub&gt; observing networks in the presence of model error: results from TransCom 3, Atmos. Chem. Phys., 4, 413–421, 2004. </reference>
		<reference numeration="43" content_type="text"> Rayner, P. J., Scholze, M., Knorr, W., Kaminski, T., Giering, R., and Widmann, H.: Two decades of terrestrial carbon fluxes from a carbon cycle data assimilation system (CCDAS), Global Biogeochem. Cy., 19, GB2026, doi:10.1029/2004GB002254, 2005. </reference>
		<reference numeration="44" content_type="text"> Rödenbeck, C., Houweling, S., Gloor, M., and Heimann, M.: CO&lt;sub&gt;2&lt;/sub&gt; flux history 1982–2001 inferred from atmospheric data using a global inversion of atmospheric transport, Atmos. Chem. Phys., 3, 1919–1964, 2003. </reference>
		<reference numeration="45" content_type="text"> 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. </reference>
		<reference numeration="46" content_type="text"> 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.-Atmos., 112, D12105, doi:10.1029/2006JD008107, 2007. </reference>
		<reference numeration="47" content_type="text"> Sarrat, C., Noilhan, J., Lacarrére, 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="48" content_type="text"> Schmid, H. P.: Footprint modeling for vegetation atmosphere exchange studies: a review and perspective, Agr. Forest Meteorol., 113, 159–183, 2002. </reference>
		<reference numeration="49" content_type="text"> Stephens, B. B., Gurney, K. R., Tans, P. P., Sweeney, C., Peters, W., Bruhwiler, L., Ciais, P., Ramonet, M., Bousquet, P., Nakazawa, T., Aoki, S., Machida, T., Inoue, G., Vinnichenko, N., Lloyd, J., Jordan, A., Heimann, M., Shibistova, O., Langenfelds, R. L., Steele, L. P., Francey, R. J., and Denning, A. S.: 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="50" content_type="text"> Tans, P. P., Fung, I. Y., and Takahashi, T.: Observational constraints on the global atmospheric CO&lt;sub&gt;2&lt;/sub&gt; budget, Science, 247, 1431–1438, 1990. </reference>
		<reference numeration="51" content_type="text"> Tans, P. P., Bakwin, P. S., and Guenther, D. W.: A feasible Global Carbon Cycle Observing System: a plan to decipher today&apos;s carbon cycle based on observations, Glob. Change Biol., 2, 309–318, 1996. </reference>
		<reference numeration="52" 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="53" 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.-Atmos., 112, D01104, doi:10.1029/2006JD007649, 2007. </reference>
		<reference numeration="54" content_type="text"> Vesala, T., Kljun, N., Rannik, Ü., Rinne, J., Sogachev, A., Markkanen, T., Sabelfeld, K., Foken, T., and Leclerc, M. Y.: Flux and concentration footprint modelling: State of the art, Environmental Pollution, 152, 653–666, 2008. </reference>
		<reference numeration="55" content_type="text"> Washenfelder, R. A., Toon, G. C., Blavier, J.-F., Yang, Z., Allen, N. T., Wennberg, P. O., Vay, S. A., Matross, D. M., and Daube, B. C.: Carbon dioxide column abundances at the Wisconsin Tall Tower site, J. Geophys. Res.-Atmos., 111, D22305, doi:10.1029/2006JD007154, 2006. </reference>
		<reference numeration="56" content_type="text"> Wofsy, S. C. and Harriss, R. C.: The North American Carbon Program (NACP), A Report of the NACP Committee of the US Interagency Carbon Cycle Science Steering Group: US Global Change Research Program, Washington, DC, 62~pp., 2002. </reference>
	</references>
</article>

