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<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACPD</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACPD</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7375</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>GÃ¶ttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acpd-10-10925-2010</article-id>
<title-group>
<article-title>Multi-annual changes of NO&lt;sub&gt;x&lt;/sub&gt; emissions in megacity regions: nonlinear trend analysis of satellite measurement based estimates</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Konovalov</surname>
<given-names>I. B.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Beekmann</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Richter</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Burrows</surname>
<given-names>J. P.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hilboll</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Institute of Applied Physics, Russian Academy of Sciences, Nizhniy Novgorod, Russia</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Laboratoire Inter-Universitaire de SystÃ¨mes AtmosphÃ©riques, CNRS, UMR7583, UniversitÃ© Paris-Est and UniversitÃ© Paris 7, CrÃ©teil, France</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Institute of Environmental Physics and Remote Sensing, IUP/IFE, University of Bremen, Bremen, Germany</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Center for Ecology and Hydrology, Wallingford, UK</addr-line>
</aff>
<pub-date pub-type="epub">
<day>23</day>
<month>04</month>
<year>2010</year>
</pub-date>
<volume>10</volume>
<issue>4</issue>
<fpage>10925</fpage>
<lpage>10968</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri xlink:href="http://www.atmos-chem-phys-discuss.net/10/10925/2010/acpd-10-10925-2010.html">This article is available from http://www.atmos-chem-phys-discuss.net/10/10925/2010/acpd-10-10925-2010.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys-discuss.net/10/10925/2010/acpd-10-10925-2010.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys-discuss.net/10/10925/2010/acpd-10-10925-2010.pdf</self-uri>
<abstract>
<p>Hazardous impact of air pollutant emissions from megacities on atmospheric
composition on regional and global scales is currently an important issue in
atmospheric research. However, the quantification of emissions and related
effects is frequently a difficult task, especially in the case of developing
countries, due to the lack of reliable data and information. This study
examines possibilities to retrieve multi-annual NO&lt;sub&gt;x&lt;/sub&gt; emissions changes
in megacity regions from satellite measurements of nitrogen dioxide and to
quantify them in terms of linear and nonlinear trends. By combining the
retrievals of the GOME and SCIAMACHY satellite instrument data with
simulations performed by the CHIMERE chemistry transport model, we obtain
the time series of NO&lt;sub&gt;x&lt;/sub&gt; emission estimates for the 12 largest urban
agglomerations in Europe and the Middle East in the period from 1996 to
2008. We employ then a novel method allowing estimation of a nonlinear trend
in a noisy time series of an observed variable. The method is based on the
probabilistic approach and the use of artificial neural networks; it does
not involve any quantitative a priori assumptions. As a result,
statistically significant nonlinearities in the estimated NO&lt;sub&gt;x&lt;/sub&gt; emission
trends are detected in 5 megacities (Bagdad, Madrid, Milan, Moscow and
Paris). Statistically significant upward linear trends are detected in
Istanbul and Tehran, while downward linear trends are revealed in Berlin,
London and the Ruhr agglomeration. The presence of nonlinearities in
NO&lt;sub&gt;x&lt;/sub&gt; emission changes in Milan, Paris and Madrid is confirmed by
comparison of simulated NO&lt;sub&gt;x&lt;/sub&gt; concentrations with independent air quality
monitoring data. A good quantitative agreement between the linear trends in
the simulated and measured near surface NO&lt;sub&gt;x&lt;/sub&gt; concentrations is found in
London.</p>
</abstract>
<counts><page-count count="44"/></counts>
</article-meta>
</front>
<body/>
<back>
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