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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>7</volume_number>
		<issue_number>5</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/bg-7-1625-2010</doi>
	<article_url>http://www.biogeosciences.net/7/1625/2010/</article_url>
	<abstract_html>http://www.biogeosciences.net/7/1625/2010/bg-7-1625-2010.html</abstract_html>
	<fulltext_pdf>http://www.biogeosciences.net/7/1625/2010/bg-7-1625-2010.pdf</fulltext_pdf>
	<start_page>1625</start_page>
	<end_page>1644</end_page>
	<publication_date>2010-05-20</publication_date>
	<article_title content_type="html">A regional high-resolution carbon flux inversion of North America for 2004</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>A. E. Schuh</name>
			<email>aschuh@atmos.colostate.edu</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>A. S. Denning</name>
		</author>
		<author numeration="3" affiliations="1,4">
			<name>K. D. Corbin</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>I. T. Baker</name>
		</author>
		<author numeration="5" affiliations="1">
			<name>M. Uliasz</name>
		</author>
		<author numeration="6" affiliations="1">
			<name>N. Parazoo</name>
		</author>
		<author numeration="7" affiliations="2">
			<name>A. E. Andrews</name>
		</author>
		<author numeration="8" affiliations="3">
			<name>D. E. J. Worthy</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Colorado State University, Fort Collins, Colorado, USA</affiliation>
		<affiliation numeration="2" content_type="html">National Oceanic and Atmospheric Administration Earth System  Research Laboratory, 325 Broadway R/GMD1, Boulder, CO 80305, USA</affiliation>
		<affiliation numeration="3" content_type="html">Environment Canada, 4905 Dufferin Street, Toronto, Ontario, Canada</affiliation>
		<affiliation numeration="4" content_type="html">now at: CSIRO Marine and Atmospheric Research Aspendale, VIC, Aspendale, Australia</affiliation>
	</affiliations>
	<abstract content_type="html">Resolving the discrepancies between NEE estimates based upon (1) ground studies and (2)
      atmospheric inversion results, demands increasingly sophisticated techniques. In this paper
      we present a high-resolution inversion based upon a regional meteorology model (RAMS) and an
      underlying biosphere (SiB3) model, both running on an identical 40 km grid over most
      of North America. Current operational systems like CarbonTracker as well
      as many previous global inversions including the Transcom suite of inversions have utilized inversion regions formed by collapsing
      biome-similar grid cells into larger aggregated regions. An extreme example of this might be where corrections to NEE
     imposed on forested regions on the east coast of the United States might
      be the same as that imposed on forests on the west coast of the United States while, in
      reality, there likely exist subtle differences in the two areas, both natural and
      anthropogenic. Our current inversion framework utilizes a combination of previously employed
      inversion techniques while allowing carbon flux corrections to be biome
      independent. Temporally and spatially high-resolution results utilizing biome-independent
      corrections provide insight into carbon dynamics in North America. In particular, we analyze
      hourly CO&lt;sub&gt;2&lt;/sub&gt; mixing ratio data from a sparse network of eight towers in North
      America for 2004. A prior estimate of carbon fluxes due to Gross Primary Productivity (GPP)
      and Ecosystem Respiration (ER) is constructed from the SiB3 biosphere model on
      a 40 km grid. A combination of transport from the RAMS and the Parameterized
      Chemical Transport Model (PCTM) models is used to forge a connection between upwind
      biosphere fluxes and downwind observed CO&lt;sub&gt;2&lt;/sub&gt; mixing ratio data. A Kalman filter
      procedure is used to estimate weekly corrections to biosphere fluxes based upon observed
      CO&lt;sub&gt;2&lt;/sub&gt;. RMSE-weighted annual NEE estimates, over an ensemble of potential inversion
      parameter sets, show a mean estimate 0.57 Pg/yr sink in North America. We perform
      the inversion with two independently derived boundary inflow conditions and calculate
      jackknife-based statistics to test the robustness of the model results. We then compare
      final results to estimates obtained from the CarbonTracker inversion system and at the
      Southern Great Plains flux site. Results are promising, showing the ability to correct carbon fluxes from
      the biosphere models over annual and seasonal time scales, as well as over the different GPP
      and ER components. Additionally, the correlation of an estimated sink
      of carbon in the South Central United States with regional anomalously high precipitation
      in an area of managed agricultural and forest lands provides interesting hypotheses for future work.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Alig,~ R J., Krankina,~O., Yost,~A., and Kuzminykh,~J.: Forest carbon dynamics in the Pacific Northwest~(USA) and the St Petersburg region of Russia: Comparisons and policy implications, Climatic Change, 79, 335–360, 2006. </reference>
		<reference numeration="2" content_type="text"> Amiro,~B D., Todd,~J B., Wotton,~B M., Logan,~K A., Flannigan,~M D., Stocks,~B J., Mason,~J A., Martell,~D L., and Hirsch,~K G.: Direct carbon emissions from Canadian forest fires, 1959–1999, Can. J. Forest Res., 31(3), 512–525, 2001. </reference>
		<reference numeration="3" content_type="text"> Andres,~R J., Marland,~G., Fung,~I., and Matthews,~E.: A 1$^\circ\times$1° distribution of carbon dioxide emissions from fossil fuel consumption and cement manufacture, 1950–1990, Global Biogeochem. Cy., 10, 419–429, 1996. </reference>
		<reference numeration="4" content_type="text"> Baker,~I., Denning,~A S., Hanan,~N., Prihodko,~L., Uliasz,~M., Vidale,~P., Davis,~K., and Bakwin,~P.: Simulated and observed fluxes of sensible and latent heat and CO&lt;sub&gt;2&lt;/sub&gt; at the WLEF-TW tower using Sib~2.5, Global Change Biol., 9, 1262–1277, 2003. </reference>
		<reference numeration="5" content_type="text"> Baker,~I., Denning,~A., Prihodko,~L., Schaefer,~K., Berry,~J., Collatz,~G., Suits,~N., Stockli,~R., Philpott,~A., and Leonard,~O.: Global Net Ecosystem Exchange~(NEE) of CO&lt;sub&gt;2&lt;/sub&gt;, available on-line (http://www.daac.ornl.gov), last access: 18~May~2010, from Oak Ridge National Laboratory Distributed Active Archive Center, Oak Ridge, Tennessee,~USA, 2007. </reference>
		<reference numeration="6" content_type="text"> Baker,~I T., Prihodko,~L., Denning,~A S., Goulden,~M., Miller,~S., and da Rocha,~H R.: Seasonal drought stress in the Amazon: Reconciling 3~models and observations, J. Geophys. Res., 113, G00B01, doi:10.1029/2007JG000644, 2008. </reference>
		<reference numeration="7" content_type="text"> Carouge, C., Bousquet, P., Peylin, P., Rayner, P. J., and Ciais, P.: What can we learn from European continuous atmospheric CO&lt;sub&gt;2&lt;/sub&gt; measurements to quantify regional fluxes - Part~1: Potential of the 2001 network, Atmos. Chem. Phys., 10, 3107–3117, 2010. </reference>
		<reference numeration="8" content_type="text"> Carouge, C., Rayner, P. J., Peylin, P., Bousquet, P., Chevallier, F., and Ciais, P.: What can we learn from European continuous atmospheric CO&lt;sub&gt;2&lt;/sub&gt; measurements to quantify regional fluxes - Part~2: Sensitivity of flux accuracy to inverse setup, Atmos. Chem. Phys., 10, 3119–3129, 2010. </reference>
		<reference numeration="9" content_type="text"> Case,~J L., Manobianco,~J., Dianic,~A V., and Wheeler,~M M.: Verification of high-resolution RAMS forecasts over east-central Florida during the 1999 and 2000 Summer Months, Weather Forecast., 17(6), 1133–1151, 2002. </reference>
		<reference numeration="10" content_type="text">CCSP: The First State of the Carbon Cycle Report~(SOCCR): The North American Carbon Budget and Implications for the Global Carbon Cycle, A Report by the US~Climate Change Science Program and the Subcommittee on Global Change Research, edited by: King, A. W., Dilling, L., Zimmerman, G. P., Fairman, D. M., Houghton, R. A., Marland, G., Rose, A. Z., and Wilbanks, T. J., National Oceanic and Atmospheric Administration, National Climatic Data Center, Asheville, NC, USA, 242~pp., 2007. </reference>
		<reference numeration="11" content_type="text"> Choi,~Y., Vay,~S., Vadrevu,~K., Soja,~A., Woo,~J., Nolf,~S., Sachse,~G., Diskin,~G., Blake,~D., Blake,~N., Singh,~H., Avery,~M., Fried,~A., Pfister,~L., and Fuelberg,~H.: 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, doi:10.10129/2007JD008899, 2008. </reference>
		<reference numeration="12" 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;, Global Biogeochem. Cy., 21, GB2014, doi:10.1029/206GB002741, 2007. </reference>
		<reference numeration="13" content_type="text"> Collatz,~G J., Ribas-Carbo,~M., and Berry,~J A.: Coupled photosythesis-stomatal conductance model for leaves of C4~plants, Aust J. Plant Physiol., 19, 519–538, 1992. </reference>
		<reference numeration="14" content_type="text"> Denning,~A S., Collatz,~J G., Zhang,~C., Randall,~D A., Berry,~J A., Sellers,~P J., Colello,~G D., and Dazlich,~D A.: Simulations of terrestrial carbon metabolism and atmospheric CO&lt;sub&gt;2&lt;/sub&gt; in a general circulation model. Part~1: Surface carbon fluxes, Tellus~B, 48, 521–542, 1996. </reference>
		<reference numeration="15" content_type="text"> Denning,~A S., Nicholls,~M., Prihodko,~L., Baker,~I., Vidale,~P., Davis,~K., and Bakwin,~P.: Simulated variations in atmospheric CO&lt;sub&gt;2&lt;/sub&gt; over a Wisconsin forest using a couple ecosystem-atmosphere model, Global Change Biol., 9, 1241–1250, 2003. </reference>
		<reference numeration="16" content_type="text"> 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. </reference>
		<reference numeration="17" content_type="text"> Engelen,~R J., Denning,~A S., and Gurney,~K R.: On error estimation in atmospheric CO&lt;sub&gt;2&lt;/sub&gt; inversions, J. Geophys. Res., 107(10), 1–13, 2002. </reference>
		<reference numeration="18" content_type="text"> 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, 1998. </reference>
		<reference numeration="19" content_type="text"> Freitas,~S R., Longo,~K., Silva Dias,~M., Silva Dias,~P., Chatfield,~R., Fazenda, Á., and Rodrigues,~L F.: The coupled aerosol and tracer transport model to the brazilian developments on the Regional Atmospheric Modeling System: validation using direct and remote sensing observations, International Conference on Southern Hemisphere Meteorology and Oceanography~(ICSHMO), 2006. </reference>
		<reference numeration="20" content_type="text"> Fuelberg, H. E., Porter, M. J., Kiley, C. M., Halland, J. J., and Morse, D.: Meteorological conditions and anomalies during the Intercontinental Chemical Transport ExperimentNorth America, J. Geophys. Res., 112, D12S06, doi:10.1029/2006JD007734, 2007. </reference>
		<reference numeration="21" 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., 108(D24), 4756, doi:10.1029/2002JD003018, 2003. </reference>
		<reference numeration="22" content_type="text"> Gourdji,~S M., Mueller,~K L., Schaefer,~K., and Michalak,~A M., Global monthly-averaged CO&lt;sub&gt;2&lt;/sub&gt; fluxes recovered using a geostatistical inverse modeling approach: 2 Results including auxiliary environmental data, J. Geophys. Res., 113, D21115, doi:10.1029/2007JD009733, 2008. </reference>
		<reference numeration="23" content_type="text"> Gurney,~K R., Law,~R M., Denning,~A S., Rayner,~P J., Baker,~D., Bousquet,~P., Bruhwiler,~L., Chen,~Y., Clals,~P., Fan,~S., Fung,~I Y., Gloor,~M., Helmann,~M., Higuchi,~K., John,~J., Maki,~T., Maksyutov,~S., Masarle,~K., Peylin,~P., Prather,~M., Pak,~B C., Randerson,~J., Sarmiento,~J., Tagucki,~S., Takahashi,~T., and Yuen,~C.: 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="24" content_type="text"> Gurney,~K R., Seib,~B., Ansley,~W., Mendoza,~D., Fischer,~M., Miller,~C., and Murtishaw,~S.: The Vulcan Inventory, version~1.0, Purdue University, http://www.purdue.edu/eas/carbon/vulcan/research.html, last access: 18~May~2010, 2008. </reference>
		<reference numeration="25" content_type="text"> Hanan,~N P., Berry,~J A., Verma,~S B., Walter-Shea,~E A., Suyker,~A E., Burba,~G G., and Denning,~A S.: Model analyses of biosphere-atmosphere exchanges of CO&lt;sub&gt;2&lt;/sub&gt;, water and energy in Great Plains tallgrass prairie and wheat ecosystems, Agr. Forest Meteorol., 131, 162–179, 2004. </reference>
		<reference numeration="26" content_type="text"> Kalman,~R E.: A new approach to linear filtering and prediction problems, J. Basic Eng.-T. ASME, 82, 35–45, 1960. </reference>
		<reference numeration="27" content_type="text"> Kaminiski,~T., Rayner,~P J., Heimann,~M., and Enting,~I G.: On aggregation errors in atmospheric transport inversions, J. Geophys. Res., 106, 4703–4715, 2001. </reference>
		<reference numeration="28" content_type="text"> Kawa~III,~S R.,Pawson,~S., and Zhu,~Z.: Global CO&lt;sub&gt;2&lt;/sub&gt; transport simulations using meteorological data from the NASA data assimilation system, J. Geophys. Res., 109, D18312, doi:10.1029/2004JD004554, 2004. </reference>
		<reference numeration="29" content_type="text"> Liang,~Q., Jaeglé, L., Hudman, R. C., et al.: Summertime influence of Asian pollution in the free troposphere over North America, J. Geophys. Res., 112, D12S11, doi:10.1029/2006JD007919, 2007. </reference>
		<reference numeration="30" content_type="text"> Lokupitiya, E., Denning, S., Paustian, K., Baker, I., Schaefer, K., Verma, S., Meyers, T., Bernacchi, C. J., Suyker, A., and Fischer, M.: Incorporation of crop phenology in Simple Biosphere Model (SiBcrop) to improve land-atmosphere carbon exchanges from croplands, Biogeosciences, 6, 969–986, 2009. </reference>
		<reference numeration="31" content_type="text"> McGrath-Spangler, E. L., Denning, A. S., Corbin, K. D., and Baker, I. T.: Implementation of a boundary layer heat flux parameterization into the Regional Atmospheric Modeling System~(RAMS), Atmos. Chem. Phys. Discuss., 8, 14311–14346, 2008. </reference>
		<reference numeration="32" content_type="text"> Michalak,~A M., Bruhwiler,~L., and Tans,~P P.: A geostatistical approach to surface flux estimation of atmospheric trace gases, J. Geophys. Res. 109, 1–19, 2004. </reference>
		<reference numeration="33" content_type="text"> Mueller,~K L., Gourdji,~S M., and Michalak,~A M.: Global monthly-averaged CO&lt;sub&gt;2&lt;/sub&gt; fluxes recovered using a geostatistical inverse modeling approach: 1 Results using atmospheric measurements, J. Geophys. Res., 113, D21114, doi:10.1029/2007JD009734, 2008. </reference>
		<reference numeration="34" content_type="text"> Nicholls,~M E., Denning,~A S., Prihodko,~L., Vidale,~P., 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="35" content_type="text"> Olson,~J S., Watts,~J A., and Allison,~L J.: Major World Ecosystem Complexes Ranked by Carbon in Live Vegetation: A Database, ORNL/CDIAC-134, NDP-017, Carbon Dioxide Information Analysis Center, US~Department of Energy, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA, 2001. </reference>
		<reference numeration="36" content_type="text"> Oren,~R., Ellsworth,~D S., Johnsen,~K H., Phillips,~N., Ewers,~B E., Maler,~C., Schafer,~K V., McCarthy,~H., Hendrey,~G., McNulty,~S G., and Katul,~G G.: Soil fertility limits carbon seqestration by forest ecosystems in a CO&lt;sub&gt;2&lt;/sub&gt;-enriched atmosphere, Nature, 411, 469–471, 2001. </reference>
		<reference numeration="37" content_type="text"> Parazoo,~N.: Investigating synoptic variations in atmospheric CO&lt;sub&gt;2&lt;/sub&gt; using continuousobservations and a global transport model, Master&apos;s thesis, Colorado State University, 2007. </reference>
		<reference numeration="38" content_type="text"> Park,~S. and Xu,~L.: Data Assimilation for Atmospheric, Oceanic and Hydrologic Applications, doi:10.1007/879-3-540-71056-14, Springer-Verlag, Berlin, Heidleberg, 2009. </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"> Prince,~S.: NPP Cropland: Gridded Estimates for the Central, USA 1982–1996&apos;, online available at: http://knb.ecoinformatics.org/knb/metacat?action=read&amp;qformat=nceas&amp;sessionid=&amp;docid=nceas.184, last access: 18~May~2010, 2000. </reference>
		<reference numeration="41" content_type="text"> Peterson,~G A., Halvorson,~A D., Havlin,~J L., Jones,~O R., Lyon,~D J., and Tanaka,~D L.: Reduced tillage and increasing cropping intensity in the Great Plains conserves soil C, Soil Till. Res., 47, 207–218, 1998. </reference>
		<reference numeration="42" content_type="text"> Peylin, P., Rayner, P. J., Bousquet, P., Carouge, C., Hourdin, F., Heinrich, P., Ciais, P., and AEROCARB contributors: Daily CO&lt;sub&gt;2&lt;/sub&gt; flux estimates over Europe from continuous atmospheric measurements: 1, inverse methodology, Atmos. Chem. Phys., 5, 3173–3186, 2005. </reference>
		<reference numeration="43" content_type="text"> Pielke,~R A., Cotton,~W., Walko,~R., Tremback,~C., Lyons,~W., Grasso,~L., Nicholls,~M., Moran,~M., Wesley,~D., Lee,~T., and Copeland,~J.: A comprehensive meteorological modeling system – RAMS, Meteorol. Atmos. Phys., 46, 69–91, 1992. </reference>
		<reference numeration="44" content_type="text"> Raich, J. W., Rastetter, E. B., Melillo, J. M., Kicklighter, D. W., Steudler, P. A., Peterson, B. J., Grace, A. L., Moore~III, B., and Vorosmarty, C. J.: Potential Net Primary Productivity in South America: Application of a Global Model, Ecol. Appl., 1(4), 399–429, 1991. </reference>
		<reference numeration="45" content_type="text"> Robertson,~G P., Paul,~E A., and Harwood,~R R.: Greenhouse gases in intensive agriculture: contributions of individual gases to the radiative forcing of the atmosphere, Science, 289, 1922–1925, 2000. </reference>
		<reference numeration="46" 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="47" content_type="text"> Schimel,~D S., House,~J I., Hibbard,~K A., Bousquet,~P., Ciais,~P., Peylin,~P., Braswell,~B H., Apps,~M J., Baker,~D., Bondeau,~A., Canadell,~J., Churkina,~G., Cramer,~W., Denning,~A S., Field,~C B., Friedlingstein,~P., Goodale,~C., Heimann,~M., Houghton,~R A., Melillo,~J M., Moore~III,~D M., Noble,~I., Pacala,~S W., Prentice,~I C., Raupach,~M R., Rayner,~P J., Scholes,~R J., Steffen,~W L., and Wirth,~C.: Recent patterns and mechanisms of carbon exchange by terrestrial ecosystems, Nature, 414, 169–172, 2001. </reference>
		<reference numeration="48" content_type="text"> Schuh,~A E., Denning,~A S., Uliasz,~M., and Corbin,~K D.: Seeing the forest through the trees: recovering large scale carbon flux biases in the midst of small scale variability, J. Geophys. Res., 114, G03007, doi:10.1029/2008JG000842, 2009. </reference>
		<reference numeration="49" content_type="text"> Sellers,~P J., Mintz,~Y., Sud,~Y C., and Dalcher,~A.: A simple biosphere model~(SiB) for use within general circulation models, J. Atmos. Sci., 43, 505–531, 1986. </reference>
		<reference numeration="50" content_type="text"> Sellers,~P J., Randall,~D A., Collatz,~G J., Berry,~J A., Field,~C B., Dazlich,~D A., Zhang,~C., Collelo,~G D., and Bounoua,~L.: A revised land surface parameterization~(SiB2) for atmospheric GCMs, Part~I: Model formulation, J. Climate, 9, 676–705, 1996. </reference>
		<reference numeration="51" 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="52" content_type="text"> Tilman,~D., Reich,~P., Phillips,~H., Menton,~M., Patel,~A., Vos,~E., Petersion,~D., and Knops,~J.: Fire suppression and ecosystem carbon storage, Ecology, 81(10), 2680–2685, 2000. </reference>
		<reference numeration="53" content_type="text"> Tripoli,~G J. and Cotton,~W R.: The Colorado State University three-dimensional cloud/mesoscale model – Part~I General theoretical framework and sensitivity experiments, J. Recherches Atmospheriques, 16, 185–219, 1982.  </reference>
		<reference numeration="54" content_type="text"> Ulliasz,~M. and Pielke,~R A.: Application of the receptor oriented approach in mesoscale dispersion modeling&apos;, in: Air Pollution Modeling and its Applications~VIII, edited by: Van Dop,~H. and Steyn,~D G., Plenum Press, New York, 399–408, 1991. </reference>
		<reference numeration="55" content_type="text"> Urbanski, S., Barford, C., Wofsy, S., Kucharik, C., Pyle, E., Budney, J., McKain, K., Fitzjarrald, D., Czikowsky, M., and Munger, J. W.: Factors controlling CO&lt;sub&gt;2&lt;/sub&gt; exchange on timescales from hourly to decadal at Harvard Forest, J. Geophys. Res.-Biogeo., 112(G2), G02020, doi:10.1029/2006JG000293, 2007. </reference>
		<reference numeration="56" content_type="text"> Wang,~J W., Denning,~A S., Lu,~L., Baker,~I T., and Corbin,~K D.: Observations and simulations of synoptic, regional, and local variations in atmospheric CO&lt;sub&gt;2&lt;/sub&gt;, J. Geophys. Res., 112, D04108, doi:10.1029/2006JD007410, 2006. </reference>
		<reference numeration="57" content_type="text"> Wise,~T A.: Identifying the Real Winners from, US~Agricultural Policies, Global Development and Environmental Institute, Working Paper No 05-07, 2005, 2006. </reference>
		<reference numeration="58" content_type="text"> Zupanski,~D., Denning,~A S., Marek,~U., Zupanski,~M., Schuh,~A E., Rayner,~P J., Peters,~W., and Corbin,~K D.: Carbon flux bias estimation employing maximum Likelihood Ensemble Filter (MLEF), J. Geophys. Res., 112, D17107, doi:10.1029/2006JD008371, 2007. </reference>
	</references>
</article>

