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<article language="en">
	<journal>
		<journal_title>Atmospheric Chemistry and Physics Discussions</journal_title>
		<journal_url>www.atmos-chem-phys-discuss.net</journal_url>
		<issn>1680-7367</issn>
		<eissn>1680-7375</eissn>
		<volume_number>9</volume_number>
		<issue_number>5</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/acpd-9-20599-2009</doi>
	<article_url>http://www.atmos-chem-phys-discuss.net/9/20599/2009/</article_url>
	<abstract_html>http://www.atmos-chem-phys-discuss.net/9/20599/2009/acpd-9-20599-2009.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys-discuss.net/9/20599/2009/acpd-9-20599-2009.pdf</fulltext_pdf>
	<start_page>20599</start_page>
	<end_page>20630</end_page>
	<publication_date>2009-09-30</publication_date>
	<article_title content_type="html">High resolution modeling of CO&lt;sub&gt;2&lt;/sub&gt; over Europe: implications for representation errors of satellite retrievals</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>D. Pillai</name>
			<email>kdhanya@bgc-jena.mpg.de</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>C. Gerbig</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>J. Marshall</name>
		</author>
		<author numeration="4" affiliations="2,3">
			<name>R. Ahmadov</name>
		</author>
		<author numeration="5" affiliations="1">
			<name>R. Kretschmer</name>
		</author>
		<author numeration="6" affiliations="1">
			<name>T. Koch</name>
		</author>
		<author numeration="7" affiliations="1">
			<name>U. Karstens</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Max Planck Institute for Biogeochemistry, P.O. Box 100164, 07701 Jena, Germany</affiliation>
		<affiliation numeration="2" content_type="html">NOAA Earth System Research Laboratory, Boulder, Colorado, USA</affiliation>
		<affiliation numeration="3" content_type="html">Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, USA</affiliation>
	</affiliations>
	<abstract content_type="html">Satellite retrievals for column CO&lt;sub&gt;2&lt;/sub&gt; with better spatial and temporal
sampling are expected to improve the current surface flux estimates of
CO&lt;sub&gt;2&lt;/sub&gt; via inverse techniques. However, the spatial scale mismatch between
remotely sensed CO&lt;sub&gt;2&lt;/sub&gt; and current generation inverse models can induce
representation errors, which can cause systematic biases in flux estimates.
This study is focused on estimating these representation errors associated
with utilization of satellite measurements in global models with a
horizontal resolution of about 1 degree or less. For this we used simulated
CO&lt;sub&gt;2&lt;/sub&gt; from the high resolution modeling framework WRF-VPRM, which links
CO&lt;sub&gt;2&lt;/sub&gt; fluxes from a diagnostic biosphere model to a weather forecasting
model at 10&amp;times;10 km&lt;sup&gt;2&lt;/sup&gt; horizontal resolution. Sub-grid variability of
column averaged CO&lt;sub&gt;2&lt;/sub&gt;, i.e. the variability not resolved by global
models, reached up to 1.2 ppm. Statistical analysis of the simulation
results indicate that orography plays an important role. Using sub-grid
variability of orography and CO&lt;sub&gt;2&lt;/sub&gt; fluxes as well as resolved mixing
ratio of CO&lt;sub&gt;2&lt;/sub&gt;, a linear model can be formulated that could explain about
50% of the spatial patterns in the bias component of representation
error in column and near-surface CO&lt;sub&gt;2&lt;/sub&gt; during day- and night-times. These
findings give hints for a parameterization of representation error which
would allow for the representation error to taken into account in inverse
models or data assimilation systems.</abstract>
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</article>

