<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACP</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Atmos. Chem. Phys.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-13-4319-2013</article-id>
<title-group>
<article-title>Dynamic evaluation of a multi-year model simulation of particulate matter concentrations over Europe</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lecœur</surname>
<given-names>È.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Seigneur</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>CEREA, Joint Laboratory École des Ponts ParisTech/EDF R&amp;D, Université Paris-Est, 77455 Marne-la-Vallée, France</addr-line>
</aff>
<pub-date pub-type="epub">
<day>25</day>
<month>04</month>
<year>2013</year>
</pub-date>
<volume>13</volume>
<issue>8</issue>
<fpage>4319</fpage>
<lpage>4337</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2013 È. Lecœur</copyright-statement>
<copyright-year>2013</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://acp.copernicus.org/articles/13/4319/2013/acp-13-4319-2013.html">This article is available from https://acp.copernicus.org/articles/13/4319/2013/acp-13-4319-2013.html</self-uri>
<self-uri xlink:href="https://acp.copernicus.org/articles/13/4319/2013/acp-13-4319-2013.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/13/4319/2013/acp-13-4319-2013.pdf</self-uri>
<abstract>
<p>A 9 yr air quality simulation is conducted from 2000 to 2008 over Europe
using the Polyphemus/Polair3D chemical-transport model (CTM) and then
evaluated against the measurements of the European Monitoring and Evaluation
Programme (EMEP).
&lt;br&gt;&lt;br&gt;
The spatial distribution of PM&lt;sub&gt;2.5&lt;/sub&gt; over Europe shows high concentrations
over northern Italy (36 μg m&lt;sup&gt;−3&lt;/sup&gt;) and some areas of Eastern
Europe, France, and Benelux, and low concentrations over Scandinavia, Spain,
and the easternmost part of Europe. PM&lt;sub&gt;2.5&lt;/sub&gt; composition differs among
regions.
&lt;br&gt;&lt;br&gt;
The operational evaluation shows satisfactory model performance for ozone
(O&lt;sub&gt;3&lt;/sub&gt;). PM&lt;sub&gt;2.5&lt;/sub&gt;, PM&lt;sub&gt;10&lt;/sub&gt;, and sulfate (SO&lt;sub&gt;4&lt;/sub&gt;&lt;sup&gt;=&lt;/sup&gt;) meet the performance goal
of Boylan and Russell (2006). Nitrate (NO&lt;sub&gt;3&lt;/sub&gt;&lt;sup&gt;&amp;minus;&lt;/sup&gt;) and ammonium (NH&lt;sub&gt;4&lt;/sub&gt;&lt;sup&gt;+&lt;/sup&gt;) are
overestimated, although NH&lt;sub&gt;4&lt;/sub&gt;&lt;sup&gt;+&lt;/sup&gt; meets the performance criterion. The
correlation coefficients between simulated and observed data are 63% for
O&lt;sub&gt;3&lt;/sub&gt;, 57% for PM&lt;sub&gt;10&lt;/sub&gt;, 59% for PM&lt;sub&gt;2.5&lt;/sub&gt;, 57% for SO&lt;sub&gt;4&lt;/sub&gt;&lt;sup&gt;=&lt;/sup&gt;, 42% for
NO&lt;sub&gt;3&lt;/sub&gt;&lt;sup&gt;&amp;minus;&lt;/sup&gt;, and 58% for NH&lt;sub&gt;4&lt;/sub&gt;&lt;sup&gt;+&lt;/sup&gt;. The comparison with other recent 1 yr
model simulations shows that all models overestimate nitrate. The performance
of PM&lt;sub&gt;2.5&lt;/sub&gt;, sulfate, and ammonium is comparable to that of the other
models.
&lt;br&gt;&lt;br&gt;
The dynamic evaluation shows that the response of PM&lt;sub&gt;2.5&lt;/sub&gt; to changes in
meteorology differs depending on location and the meteorological variable
considered. Wind speed and precipitation show a strong negative day-to-day
correlation with PM&lt;sub&gt;2.5&lt;/sub&gt; and its components (except for sea salt, which
shows a positive correlation), which tends towards 0 as the day lag increases.
On the other hand, the correlation coefficient is near constant for
temperature, for any day lag and PM&lt;sub&gt;2.5&lt;/sub&gt; species, but it may be positive
or negative depending on the species and, for sulfate, depending on the
location. The effects of precipitation and wind speed on PM&lt;sub&gt;2.5&lt;/sub&gt; and its
components are better reproduced by the model than the effects of
temperature. This is mainly due to the fact that temperature has different
effects on the PM&lt;sub&gt;2.5&lt;/sub&gt; components, unlike precipitation and wind speed,
which impact most of the PM&lt;sub&gt;2.5&lt;/sub&gt; components in the same way.
&lt;br&gt;&lt;br&gt;
These results suggest that state-of-the-science air quality models reproduce
satisfactorily the effect of meteorology on PM&lt;sub&gt;2.5&lt;/sub&gt; and therefore are
suitable to investigate the effects of climate change on particulate air
quality, although uncertainties remain concerning semivolatile PM&lt;sub&gt;2.5&lt;/sub&gt;
components.</p>
</abstract>
<counts><page-count count="19"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Appel, K., Chemel, C., Roselle, S.&amp;nbsp;R., Francis, X., Hu, R.-M., Sokhi, R., Rao, S., and Galmarini, S.: Examination of the Community Multiscale Air Quality (CMAQ) model performance over the North American and European domains, Atmos. Environ., 53, 142–155, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2011.11.016&quot;&gt;https://doi.org/10.1016/j.atmosenv.2011.11.016&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Avise, J., Chen, J., Lamb, B., Wiedinmyer, C., Guenther, A., Salathé, E., and Mass, C.: Attribution of projected changes in summertime US ozone and PM&lt;sub&gt;2.5&lt;/sub&gt; concentrations to global changes, Atmos. Chem. Phys., 9, 1111–1124, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-9-1111-2009&quot;&gt;https://doi.org/10.5194/acp-9-1111-2009&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Boylan, J.&amp;nbsp;W. and Russell, A.&amp;nbsp;G.: PM and light extinction model performance metrics, goals, and criteria for three-dimensional air quality models, Atmos. Environ., 40, 4946–4959, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2005.09.087&quot;&gt;https://doi.org/10.1016/j.atmosenv.2005.09.087&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Chen, J., Avise, J., Lamb, B., Salathé, E., Mass, C., Guenther, A., Wiedinmyer, C., Lamarque, J.-F., O&apos;Neill, S., McKenzie, D., and Larkin, N.: The effects of global changes upon regional ozone pollution in the United States, Atmos. Chem. Phys., 9, 1125–1141, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-9-1125-2009&quot;&gt;https://doi.org/10.5194/acp-9-1125-2009&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Colette, A., Granier, C., Hodnebrog, Ø., Jakobs, H., Maurizi, A., Nyiri, A., Bessagnet, B., D&apos;Angiola, A., D&apos;Isidoro, M., Gauss, M., Meleux, F., Memmesheimer, M., Mieville, A., Rouïl, L., Russo, F., Solberg, S., Stordal, F., and Tampieri, F.: Air quality trends in Europe over the past decade: a first multi-model assessment, Atmos. Chem. Phys., 11, 11657–11678, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-11-11657-2011&quot;&gt;https://doi.org/10.5194/acp-11-11657-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Couvidat, F., Debry, \&apos;E., Sartelet, K., and Seigneur, C.: A hydrophilic/hydrophobic organic ({H}&lt;sup&gt;2&lt;/sup&gt;{O}) model: Model development, evaluation and sensitivity analysis, J. Geophys. Res., 117, D10304, &lt;a href=&quot;http://dx.doi.org/10.1029/2011JD017214&quot;&gt;https://doi.org/10.1029/2011JD017214&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Couvidat, F., Kim, Y., Sartelet, K., Seigneur, C., Marchand, N., and Sciare, J.: Modeling secondary organic aerosol in an urban area: application to Paris, France, Atmos. Chem. Phys., 13, 983–996, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-13-983-2013&quot;&gt;https://doi.org/10.5194/acp-13-983-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Dawson, J. P., Adams, P. J., and Pandis, S. N.: Sensitivity of PM&lt;sub&gt;2.5&lt;/sub&gt; to climate in the Eastern US: a modeling case study, Atmos. Chem. Phys., 7, 4295–4309, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-7-4295-2007&quot;&gt;https://doi.org/10.5194/acp-7-4295-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Dawson, J.&amp;nbsp;P., Racherla, P.&amp;nbsp;N., Lynn, B.&amp;nbsp;H., Adams, P.&amp;nbsp;J., and Pandis, S.&amp;nbsp;N.: Impacts of climate change on regional and urban air quality in the eastern {U}nited {S}tates: Role of meteorology, J. Geophys. Res., 114, D05308, &lt;a href=&quot;http://dx.doi.org/10.1029/2008JD009849&quot;&gt;https://doi.org/10.1029/2008JD009849&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Debry, E., Fahey, K., Sartelet, K., Sportisse, B., and Tombette, M.: Technical Note: A new SIze REsolved Aerosol Model (SIREAM), Atmos. Chem. Phys., 7, 1537–1547, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-7-1537-2007&quot;&gt;https://doi.org/10.5194/acp-7-1537-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Dennis, R., Fox, T., Fuentes, M., Gilliland, A., Hanna, S., Hogrefe, C., Irwin, J., Rao, S., Scheffe, R., Schere, K., Steyn, D., and Venkatram, A.: A framework for evaluating regional-scale numerical photochemical modeling systems, Environmental Fluid Mechanics, 10, 471–489, &lt;a href=&quot;http://dx.doi.org/10.1007/s10652-009-9163-2&quot;&gt;https://doi.org/10.1007/s10652-009-9163-2&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Emmons, L. K., Walters, S., Hess, P. G., Lamarque, J.-F., Pfister, G. G., Fillmore, D., Granier, C., Guenther, A., Kinnison, D., Laepple, T., Orlando, J., Tie, X., Tyndall, G., Wiedinmyer, C., Baughcum, S. L., and Kloster, S.: Description and evaluation of the Model for Ozone and Related chemical Tracers, version 4 (MOZART-4), Geosci. Model Dev., 3, 43–67, &lt;a href=&quot;http://dx.doi.org/10.5194/gmd-3-43-2010&quot;&gt;https://doi.org/10.5194/gmd-3-43-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">EPA: Guideline for regulatory application of the urban airshed model, Tech. rep., EPA, 1991.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Galindo, N., Varea, M., Gil-Moltó, J., Yubero, E., and Nicolás, J.: The Influence of Meteorology on Particulate Matter Concentrations at an Urban {M}editerranean Location, Water Air Soil Pollut., 215, 365–372, &lt;a href=&quot;http://dx.doi.org/10.1007/s11270-010-0484-z&quot;&gt;https://doi.org/10.1007/s11270-010-0484-z&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Gilliland, A.&amp;nbsp;B., Hogrefe, C., Pinder, R.&amp;nbsp;W., Godowitch, J.&amp;nbsp;M., Foley, K.&amp;nbsp;L., and Rao, S.: Dynamic evaluation of regional air quality models: Assessing changes in {O}3 stemming from changes in emissions and meteorology, Atmos. Environ., 42, 5110–5123, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2008.02.018&quot;&gt;https://doi.org/10.1016/j.atmosenv.2008.02.018&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Guenther, A., Karl, T., Harley, P., Wiedinmyer, C., Palmer, P. I., and Geron, C.: Estimates of global terrestrial isoprene emissions using MEGAN (Model of Emissions of Gases and Aerosols from Nature), Atmos. Chem. Phys., 6, 3181–3210, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-6-3181-2006&quot;&gt;https://doi.org/10.5194/acp-6-3181-2006&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Hering, S. and Cass, G.: The Magnitude of Bias in the Measurement of PM25 Arising from Volatilization of Particulate Nitrate from Teflon Filters, J. Air Waste Manage. Assoc., 49, 725–733, &lt;a href=&quot;http://dx.doi.org/10.1080/10473289.1999.10463843&quot;&gt;https://doi.org/10.1080/10473289.1999.10463843&lt;/a&gt;, 1999.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Katragkou, E., Zanis, P., Kioutsioukis, I., Tegoulias, I., Melas, D., Krüger, B., and Coppola, E.: Future climate change impacts on summer surface ozone from regional climate-air quality simulations over Europe, J. Geophys. Res., 116, D22307, &lt;a href=&quot;http://dx.doi.org/10.1029/2011JD015899&quot;&gt;https://doi.org/10.1029/2011JD015899&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Kelly, J., Makar, P. A., and Plummer, D. A.: Projections of mid-century summer air-quality for North America: effects of changes in climate and precursor emissions, Atmos. Chem. Phys., 12, 5367–5390, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-12-5367-2012&quot;&gt;https://doi.org/10.5194/acp-12-5367-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Kim, Y., Sartelet, K., and Seigneur, C.: Comparison of two gas-phase chemical kinetic mechanisms of ozone formation over Europe, J. Atmos. Chem., 62, 89–119, &lt;a href=&quot;http://dx.doi.org/10.1007/s10874-009-9142-5&quot;&gt;https://doi.org/10.1007/s10874-009-9142-5&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Loon, M.&amp;nbsp;V., Vautard, R., Schaap, M., Bergström, R., Bessagnet, B., Brandt, J., Builtjes, P., Christensen, J., Cuvelier, C., Graff, A., Jonson, J., Krol, M., Langner, J., Roberts, P., Rouil, L., Stern, R., Tarrasón, L., Thunis, P., Vignati, E., White, L., and Wind, P.: Evaluation of long-term ozone simulations from seven regional air quality models and their ensemble, Atmos. Environ., 41, 2083–2097, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2006.10.073&quot;&gt;https://doi.org/10.1016/j.atmosenv.2006.10.073&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Mahmud, A., Tyree, M., Cayan, D., Motallebi, N., and Kleeman, M.&amp;nbsp;J.: Statistical downscaling of climate change impacts on ozone concentrations in {C}alifornia, J. Geophys. Res., 113, D21103, &lt;a href=&quot;http://dx.doi.org/10.1029/2007JD009534&quot;&gt;https://doi.org/10.1029/2007JD009534&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Mahmud, A., Hixson, M., Hu, J., Zhao, Z., Chen, S.-H., and Kleeman, M. J.: Climate impact on airborne particulate matter concentrations in California using seven year analysis periods, Atmos. Chem. Phys., 10, 11097–11114, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-10-11097-2010&quot;&gt;https://doi.org/10.5194/acp-10-11097-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Mahowald, N.&amp;nbsp;M., Lamarque, J.-F., Tie, X.&amp;nbsp;X., and Wolff, E.: Sea-salt aerosol response to climate change: Last Glacial Maximum, preindustrial, and doubled carbon dioxide climates, J. Geophys. Res.-Atmos., 111, D05303, &lt;a href=&quot;http://dx.doi.org/10.1029/2005JD006459&quot;&gt;https://doi.org/10.1029/2005JD006459&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Mallet, V., Quélo, D., Sportisse, B., Ahmed de Biasi, M., Debry, \&apos;E., Korsakissok, I., Wu, L., Roustan, Y., Sartelet, K., Tombette, M., and Foudhil, H.: Technical Note: The air quality modeling system Polyphemus, Atmos. Chem. Phys., 7, 5479–5487, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-7-5479-2007&quot;&gt;https://doi.org/10.5194/acp-7-5479-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Meleux, F., Solmon, F., and Giorgi, F.: Increase in summer European ozone amounts due to climate change, Atmos. Environ., 41, 7577–7587, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2007.05.048&quot;&gt;https://doi.org/10.1016/j.atmosenv.2007.05.048&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Monahan, E., Spiel, D., and Davidson, K.: A model of marine aerosol generation via whitecaps and wave disruption, in: Oceanic whitecaps and their role in sea-air exchange processes, Dordrecht, D. Reidel, 167–174, 1986.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Nenes, A., Pandis, S., and Pilinis, C.: {ISORROPIA}: A new thermodynamic equilibrium model for multiphase multicomponent inorganic aerosols, Aquat. Geoch., 4, 123–152, 1998.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Pay, M., Piot, M., Jorba, O., Gassó, S., Gonçalves, M., Basart, S., Dabdub, D., Jiménez-Guerrero, P., and Baldasano, J.: A full year evaluation of the CALIOPE-EU air quality modeling system over Europe for 2004, Atmos. Environ., 44, 3322–3342, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2010.05.040&quot;&gt;https://doi.org/10.1016/j.atmosenv.2010.05.040&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Péré, J., Mallet, M., Pont, V., and Bessagnet, B.: E}valuation of an aerosol optical scheme in the chemistry-transport model {CHIMERE, Atmos. Environ., 44, 3688–3699, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2010.06.034&quot;&gt;https://doi.org/10.1016/j.atmosenv.2010.06.034&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Pye, H. O.&amp;nbsp;T., Liao, H., Wu, S., Mickley, L.&amp;nbsp;J., Jacob, D.&amp;nbsp;J., Henze, D.&amp;nbsp;K., and Seinfeld, J.&amp;nbsp;H.: Effect of changes in climate and emissions on future sulfate-nitrate-ammonium aerosol levels in the {U}nited {S}tates, J. Geophys. Res., 114, D01205, &lt;a href=&quot;http://dx.doi.org/10.1029/2008JD010701&quot;&gt;https://doi.org/10.1029/2008JD010701&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Racherla, P.&amp;nbsp;N. and Adams, P.&amp;nbsp;J.: Sensitivity of global tropospheric ozone and fine particulate matter concentrations to climate change, J. Geophys. Res., 111, D24103, &lt;a href=&quot;http://dx.doi.org/10.1029/2005JD006939&quot;&gt;https://doi.org/10.1029/2005JD006939&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Russell, A. and Dennis, R.: NARSTO critical review of photochemical models and modeling, Atmos. Environ., 34, 2283–2324, &lt;a href=&quot;http://dx.doi.org/10.1016/S1352-2310(99)00468-9&quot;&gt;https://doi.org/10.1016/S1352-2310(99)00468-9&lt;/a&gt;, 2000.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Sartelet, K., Debry, E., Fahey, K., Roustan, Y., Tombette, M., and Sportisse, B.: Simulation of aerosols and gas-phase species over E}urope with the Polyphemus system: Part {I – Model-to-data comparison for 2001, Atmos. Environ., 41, 6116–6131, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2007.04.024&quot;&gt;https://doi.org/10.1016/j.atmosenv.2007.04.024&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Sartelet, K.&amp;nbsp;N., Couvidat, F., Seigneur, C., and Roustan, Y.: Impact of biogenic emissions on air quality over {E}urope and {N}orth {A}merica, Atmos. Environ., 53, 131–141, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2011.10.046&quot;&gt;https://doi.org/10.1016/j.atmosenv.2011.10.046&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Schaap, M., Spindler, G., Schulz, M., Acker, K., Maenhaut, W., Berner, A., Wieprecht, W., Streit, N., Müller, K., Brüggemann, E., Chi, X., Putaud, J.-P., Hitzenberger, R., Puxbaum, H., Baltensperger, U., and ten Brink, H.: Artefacts in the sampling of nitrate studied in the INTERCOMP campaigns of EUROTRAC-AEROSOL, Atmos. Environ., 38, 6487–6496, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2004.08.026&quot;&gt;https://doi.org/10.1016/j.atmosenv.2004.08.026&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Seigneur, C., Pun, B., Pai, P., Louis, J.-F., Solomon, P., Emery, C., Morris, R., Zahniser, M., Worsnop, D., Koutrakis, P., White, W., and Tombach, I.: Guidance for the Performance Evaluation of Three-Dimensional Air Quality Modeling Systems for Particulate Matter and Visibility, J. Air Waste Manage. Assoc., 50, 588–599, &lt;a href=&quot;http://dx.doi.org/10.1080/10473289.2000.10464036&quot;&gt;https://doi.org/10.1080/10473289.2000.10464036&lt;/a&gt;, 2000.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Singh, A. and Palazoglu, A.: Climatic variability and its influence on ozone and PM pollution in 6 non-attainment regions in the {U}nited {S}tates, Atmos. Environ., 51, 212–224, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2012.01.020&quot;&gt;https://doi.org/10.1016/j.atmosenv.2012.01.020&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Solazzo, E., Bianconi, R., Pirovano, G., Matthias, V., Vautard, R., Moran, M.&amp;nbsp;D., Appel, K.&amp;nbsp;W., Bessagnet, B., Brandt, J., Christensen, J.&amp;nbsp;H., Chemel, C., Coll, I., Ferreira, J., Forkel, R., Francis, X.&amp;nbsp;V., Grell, G., Grossi, P., Hansen, A.&amp;nbsp;B., Miranda, A.&amp;nbsp;I., Nopmongcol, U., Prank, M., Sartelet, K.&amp;nbsp;N., Schaap, M., Silver, J.&amp;nbsp;D., Sokhi, R.&amp;nbsp;S., Vira, J., Werhahn, J., Wolke, R., Yarwood, G., Zhang, J., Rao, S.&amp;nbsp;T., and Galmarini, S.: Operational model evaluation for particulate matter in E}urope and {N}orth {A}merica in the context of {AQMEII, Atmos. Environ., 53, 75–92, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2012.02.045&quot;&gt;https://doi.org/10.1016/j.atmosenv.2012.02.045&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Tagaris, E., Liao, K.-J., DeLucia, A.&amp;nbsp;J., Deck, L., Amar, P., and Russell, A.&amp;nbsp;G.: Potential Impact of Climate Change on Air Pollution-Related Human Health Effects, Environ. Sci. Technol., 43, 4979–4988, &lt;a href=&quot;http://dx.doi.org/10.1021/es803650w&quot;&gt;https://doi.org/10.1021/es803650w&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Tai, A.&amp;nbsp;P., Mickley, L.&amp;nbsp;J., and Jacob, D.&amp;nbsp;J.: Correlations between fine particulate matter ({PM}2.5) and meteorological variables in the {U}nited {S}tates: {I}mplications for the sensitivity of {PM}2.5 to climate change, Atmos. Environ., 44, 3976–3984, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2010.06.060&quot;&gt;https://doi.org/10.1016/j.atmosenv.2010.06.060&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Tai, A. P. K., Mickley, L. J., Jacob, D. J., Leibensperger, E. M., Zhang, L., Fisher, J. A., and Pye, H. O. T.: Meteorological modes of variability for fine particulate matter (PM&lt;sub&gt;2.5&lt;/sub&gt;) air quality in the United States: implications for PM&lt;sub&gt;2.5&lt;/sub&gt; sensitivity to climate change, Atmos. Chem. Phys., 12, 3131–3145, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-12-3131-2012&quot;&gt;https://doi.org/10.5194/acp-12-3131-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Troen, I.&amp;nbsp;B. and Mahrt, L.: A simple model of the atmospheric boundary layer; sensitivity to surface evaporation, Bound.-Lay. Meteorol., 37, 129–148, &lt;a href=&quot;http://dx.doi.org/10.1007/BF00122760&quot;&gt;https://doi.org/10.1007/BF00122760&lt;/a&gt;, 1986.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Tuccella, P., Curci, G., Visconti, G., Bessagnet, B., Menut, L., and Park, R.: {M}odeling of gas and aerosol with {WRF}/{C}hem over {E}urope: {E}valuation and sensitivity study, J. Geophys. Res, 117, D03303, &lt;a href=&quot;http://dx.doi.org/10.1029/2011JD016302&quot;&gt;https://doi.org/10.1029/2011JD016302&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Wild, O., Zhu, X., and Prather, M.&amp;nbsp;J.: Fast-{J}: Accurate Simulation of In- and Below-Cloud Photolysis in Tropospheric Chemical Models, J. Atmos. Chem., 37, 245–282, &lt;a href=&quot;http://dx.doi.org/10.1023/A:1006415919030&quot;&gt;https://doi.org/10.1023/A:1006415919030&lt;/a&gt;, 2000.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Wu, S., Mickley, L.&amp;nbsp;J., Leibensperger, E.&amp;nbsp;M., Jacob, D.&amp;nbsp;J., Rind, D., and Streets, D.&amp;nbsp;G.: Effects of 2000–2050 global change on ozone air quality in the {U}nited {S}tates, J. Geophys. Res., 113, D06302, &lt;a href=&quot;http://dx.doi.org/10.1029/2007JD008917&quot;&gt;https://doi.org/10.1029/2007JD008917&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Yarwood, G., Stoeckenius, T.&amp;nbsp;E., Heiken, J.&amp;nbsp;G., and Dunker, A.&amp;nbsp;M.: Modeling Weekday/Weekend Ozone Differences in the {L}os {A}ngeles Region for 1997, J. Air Waste Manage. Assoc., 53, 864–875, &lt;a href=&quot;http://dx.doi.org/10.1080/10473289.2003.10466232&quot;&gt;https://doi.org/10.1080/10473289.2003.10466232&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Yarwood, G., Morris, R.&amp;nbsp;E., Yocke, M.&amp;nbsp;A., and Whitten, G.&amp;nbsp;Z.: U}pdates to the C}arbon {B}ond chemical mechanism: {CB}05. {F}inal {R}eport prepared for {US {EPA, Tech. rep., US EPA, 2005.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">Yttri, K. E., Aas, W., Bjerke, A., Cape, J. N., Cavalli, F., Ceburnis, D., Dye, C., Emblico, L., Facchini, M. C., Forster, C., Hanssen, J. E., Hansson, H. C., Jennings, S. G., Maenhaut, W., Putaud, J. P., and Tørseth, K.: Elemental and organic carbon in PM&lt;sub&gt;10&lt;/sub&gt;: a one year measurement campaign within the European Monitoring and Evaluation Programme EMEP, Atmos. Chem. Phys., 7, 5711–5725, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-7-5711-2007&quot;&gt;https://doi.org/10.5194/acp-7-5711-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, L., Brook, J. R., and Vet, R.: A revised parameterization for gaseous dry deposition in air-quality models, Atmos. Chem. Phys., 3, 2067–2082, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-3-2067-2003&quot;&gt;https://doi.org/10.5194/acp-3-2067-2003&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, Y., Hu, X.-M., Leung, L.&amp;nbsp;R., and Gustafson, William&amp;nbsp;I., J.: Impacts of regional climate change on biogenic emissions and air quality, J. Geophys. Res., 113, D18310, &lt;a href=&quot;http://dx.doi.org/10.1029/2008JD009965&quot;&gt;https://doi.org/10.1029/2008JD009965&lt;/a&gt;, 2008.</mixed-citation>
</ref>
</ref-list>
</back>
</article>