<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/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>
</journal-title-group>
<issn pub-type="epub">1680-7324</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/acp-10-11097-2010</article-id>
<title-group>
<article-title>Climate impact on airborne particulate matter concentrations in California using seven year analysis periods</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mahmud</surname>
<given-names>A.</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>Hixson</surname>
<given-names>M.</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>Hu</surname>
<given-names>J.</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>Zhao</surname>
<given-names>Z.</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>Chen</surname>
<given-names>S.-H.</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>Kleeman</surname>
<given-names>M. J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Dept. of Civil and Environmental Engineering, University of California, Davis, One Shields Avenue, Davis, CA 95616, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Dept. of Land, Air, and Water Resources, University of California at Davis, One Shields Ave, Davis, CA 95616, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>25</day>
<month>11</month>
<year>2010</year>
</pub-date>
<volume>10</volume>
<issue>22</issue>
<fpage>11097</fpage>
<lpage>11114</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.net/10/11097/2010/acp-10-11097-2010.html">This article is available from http://www.atmos-chem-phys.net/10/11097/2010/acp-10-11097-2010.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/10/11097/2010/acp-10-11097-2010.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/10/11097/2010/acp-10-11097-2010.pdf</self-uri>
<abstract>
<p>The effect of global climate change on the annual average concentration of
fine particulate matter (PM&lt;sub&gt;2.5&lt;/sub&gt;) in California was studied using a
climate-air quality modeling system composed of global through regional
models. Output from the NCAR/DOE Parallel Climate Model (PCM) generated
under the &quot;business as usual&quot; global emissions scenario was downscaled
using the Weather Research and Forecasting (WRF) model followed by air
quality simulations using the UCD/CIT airshed model. The system represents
major atmospheric processes acting on gas and particle phase species
including meteorological effects on emissions, advection, dispersion,
chemical reaction rates, gas-particle conversion, and dry/wet deposition.
The air quality simulations were carried out for the entire state of
California with a resolution of 8-km for the years 2000â€“2006 (present climate
with present emissions) and 2047â€“2053 (future climate with present emissions).
Each of these 7-year analysis periods was analyzed using a total of 1008
simulated days to span a climatologically relevant time period with a
practical computational burden. The 7-year windows were chosen to properly
account for annual variability with the added benefit that the air quality
predictions under the present climate could be compared to actual
measurements. The climate-air quality modeling system successfully
predicted the spatial pattern of present climate PM&lt;sub&gt;2.5&lt;/sub&gt; concentrations
in California but the absolute magnitude of the annual average PM&lt;sub&gt;2.5&lt;/sub&gt;
concentrations were under-predicted by ~4â€“39% in the major air
basins. The majority of this under-prediction was caused by excess
ventilation predicted by PCM-WRF that should be present to the same degree
in the current and future time periods so that the net bias introduced into
the comparison is minimized.

&lt;br&gt;&lt;br&gt;


Surface temperature, relative humidity (RH), rain rate, and wind speed were
predicted to increase in the future climate while the ultra violet (UV)
radiation was predicted to decrease in major urban areas in the San Joaquin
Valley (SJV) and South Coast Air Basin (SoCAB). These changes lead to a
predicted decrease in PM&lt;sub&gt;2.5&lt;/sub&gt; mass concentrations of ~0.3â€“0.7 Î¼g m&lt;sup&gt;âˆ’3&lt;/sup&gt; in the southern portion of the SJV and
~0.3â€“1.1 Î¼g m&lt;sup&gt;âˆ’3&lt;/sup&gt; along coastal regions of California including the heavily populated
San Francisco Bay Area and the SoCAB surrounding Los Angeles. Annual average
PM&lt;sub&gt;2.5&lt;/sub&gt; concentrations were predicted to increase at certain locations
within the SJV and the Sacramento Valley (SV) due to the effects of climate
change, but a corresponding analysis of the annual variability showed that
these predictions are not statistically significant (i.e. the choice of a
different 7-year period could produce a different outcome for these
regions). Overall, virtually no region in California outside of coastal + central Los Angeles, and a small region around the port of Oakland in the
San Francisco Bay Area experienced a statistically significant change in
annual average PM&lt;sub&gt;2.5&lt;/sub&gt; concentrations due to the effects of climate
change in the present~study.


&lt;br&gt;&lt;br&gt;

The present study employs the highest spatial resolution (8 km) and the
longest analysis windows (7 years) of any climate-air quality analysis
conducted for California to date, but the results still have some degree of
uncertainty. Most significantly, GCM calculations have inherent uncertainty
that is not fully represented in the current study since a single GCM was
used as the starting point for all calculations. The PCM results used in the
current study predicted greater wintertime increases in air temperature over
the Pacific Ocean than over land, further motivating comparison to other GCM
results. Ensembles of GCM results are usually employed to build confidence
in climate calculations. The current results provide a first data-point for
the climate-air quality analysis that simultaneously employ the fine spatial resolution and long time scales needed to capture the behavior of
climate-PM&lt;sub&gt;2.5&lt;/sub&gt; interactions in California. Future downscaling studies
should follow up with a full ensemble of GCMs as their starting point, and
include aerosol feedback effects on local meteorology.</p>
</abstract>
<counts><page-count count="18"/></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"> Avise, J., Chen, J., Lamb, B., Wiedinmyer, C., Guenther, A., SalathÃ©, E., and Mass, C.: Attribution of projected changes in summertime US ozone and PM$_2.5$ concentrations to global changes, Atmos. Chem. Phys., 9, 1111â€“1124, doi:10.5194/acp-9-1111-2009, 2009. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Aw, J. and Kleeman, M. J.: Evaluating the first-order effect of intraannual temperature variability on urban air pollution, J. Geophys. Res., 108(D12), 4365, doi:10.1029/2002JD002688, 2003. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Byun, D. W.: Dynamically consistent formulations in meteorological and air quality models for multiscale atmospheric studies, Part II: Mass conservation issues, J. Atmos. Sci., 56, 3808â€“3820, 1999. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Cerro, C., Codina, B., Bech, J., and Lorente, J.: Modeling raindrop size distribution and Z(R) relations in the Western Mediterranean area, J. Appl. Meteorol., 36, 1470â€“1479, 1997. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Chen, J., Avise, J., Lamb, B., SalathÃ©, 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, 1125â€“1141, doi:10.5194/acp-9-1125-2009, 2009. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Clegg, S. L., Kleeman, M. J., Griffin, R. J., and Seinfeld, J. H.: Effects of uncertainties in the thermodynamic properties of aerosol components in an air quality model - Part 1: Treatment of inorganic electrolytes and organic compounds in the condensed phase, Atmos. Chem. Phys., 8, 1057â€“1085, doi:10.5194/acp-8-1057-2008, 2008. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Dai, A., Wigley, T. M. L., Boville, B. A., Kiehl, J. T., and Buja, L. E.: Climates of the twentieth and twenty-first centuries simulated by the NCAR climate system model, J. Climate, 14, 485â€“519, 2001a. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Dai, A., Meehl, G. A., Washington, W. M., Wigley, T. M. L., and Arblaster, J. M.: Ensemble simulation of twenty-first century climate changes: Business-as-usual versus CO&lt;sub&gt;2&lt;/sub&gt; stabilization, B. Am. Meteor. Soc., 82, 2377â€“2388, 2001b. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Dawson, J. P., Racherla, P. N., Lynn, B. H., Adams, P. J., and Pandis, S. N.: Impacts of climate change on regional and urban air quality in the eastern United States: Role of meteorology, J. Geophys. Res., 114, D05308, doi:10.1029/2008JD009849, 2009. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> de Leeuw, G., Neele, F. P., Hill, M., Smith, M. H., and Vignali, E.: Production of sea spray aerosol in the surf zone, J. Geophys. Res. Atmos., 105, 29397â€“29409, 2000. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Dudhia, A.: Noise Characteristics of the Avhrr Infrared Channels, Int. J. Remote Sens., 10, 637â€“644, 1989. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Fountoukis, C. and Nenes, A.: ISORROPIA II: a computationally efficient thermodynamic equilibrium model for \mboxK$^+$–â€“Ca$^2+$–â€“Mg$^2+$–â€“NH&lt;sub&gt;4&lt;/sub&gt;$^+$–â€“Na$^+$â€“SO&lt;sub&gt;4&lt;/sub&gt;$^2-$â€“NO&lt;sub&gt;3&lt;/sub&gt;$^-$–â€“Cl$^-$–â€“H&lt;sub&gt;2&lt;/sub&gt;O aerosols, Atmos. Chem. Phys., 7, 4639â€“4659, doi:10.5194/acp-7-4639-2007, 2007. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Gong, S. L.: A parameterization of sea-salt aerosol source function for sub- and super-micron particles, Global Biogeochem. Cy., 4, 1097, doi:10.1029/2003GB002079, 2003. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Grell, G. A. and Devenyi, D.: A generalized approach to parameterizing convection combining ensemble and data assimilation techniques, Geophys. Res. Lett., 29(14), 1693, doi:10.1029/2002GL015311, 2002. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Grell, G., Dudhia, J., and Stauffer, D. R.: A description of the fifth generation Penn State/NCAR mesoscale model (MM5), NCAR Tech. Note, NCAR/TN-398+STR, 1994. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Griffin, R. J., Dabdub, D., and Seinfeld, J. H.: Secondary organic aerosol â€“ 1. Atmospheric chemical mechanism for production of molecular constituents, J. Geophys. Res., 107(D17), 4332, doi:10.1029/2001JD000541, 2002. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Halenka, T., Husar, P., and Belda, M.: Regional Climate Change Impacts on Air Quality in High Resolution, Air Pollution Modelling and Its Application XX, 515â€“523, doi:10.1007/978-90-481-3812-8, 2010. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Harley, R. A., Russell, A. G., Mcrae, G. J., Cass, G. R., and Seinfeld, J. H.: Photochemical Modeling of the Southern California Air-Quality Study, Environ. Sci. Technol., 27, 378â€“388, 1993. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Held, T., Ying, Q., Kaduwela, A., and Kleeman, M.: Modeling particulate matter in the San Joaquin Valley with a source-oriented externally mixed three-dimensional photochemical grid model, Atmos. Environ., 38, 3689â€“3711, 2004. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Held, T., Ying, Q., Kleeman, M. J., Schauer, J. J., and Fraser, M. P.: A comparison of the UCD/CIT air quality model and the CMB source-receptor model for primary airborne particulate matter, Atmos. Environ., 39, 2281â€“2297, 2005. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Hogrefe, C., Lynn, B., Civerolo, K., Ku, J. Y., Rosenthal, J., Rosenzweig, C., Goldberg, R., Gaffin, S., Knowlton, K., and Kinney, P. L.: Simulating changes in regional air pollution over the eastern United States due to changes in global and regional climate and emissions, J. Geophys. Res., 109, D22301, doi:10.1029/2004JD004690, 2004. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Hong, S. Y., Dudhia, J., and Chen, S. H.: A revised approach to ice microphysical processes for the bulk parameterization of clouds and precipitation, Mon. Weather Rev., 132, 103â€“120, 2004. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Hong, S. Y., Noh, Y., and Dudhia, J.: A new vertical diffusion \mboxpackage with an explicit treatment of entrainment processes, Mon. Weather Rev., 134, 2318â€“2341, 2006. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Hu, Y. T., Odman, M. T., and Russell, A. G.: Mass conservation in the Community Multiscale Air Quality model, Atmos. Environ., 40, 1199â€“1204, 2006. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Hu, J., Ying, Q., Chen, J., Mahmud, A., Zhao, Z., Chen, S.-H., and Kleeman, M. J.: Particulate Air Quality Model Predictions using Prognostic~vs Diagnostic Meteorology in Central California, Atmos. Environ., 44, 215â€“226, 2010. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Huffman, J. A., Docherty, K. S., Mohr, C., Cubison, M. J., Ulbrich, I. M., Ziemann, P. J., Onasch, T. B., and Jimenez, J. L.: Chemically-Resolved Volatility Measurements of Organic Aerosol from Different Sources, Environ. Sci. Technol., 43, 5351â€“5357, 2009. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Jacobson, M. Z.: A solution to the problem of nonequilibrium acid/base gas-particle transfer at long time step, Aerosol Sci. Technol., 39, 92â€“103, 2005. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Jacobson, M. Z.: On the causal link between carbon dioxide and air pollution mortality, Geophys. Res. Lett., 35, L03809, doi:10.1029/2007GL031101, 2008. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Jacobson, M. Z.: Enhancement of Local Air Pollution by Urban CO&lt;sub&gt;2&lt;/sub&gt; Domes, Environ Sci. Technol., 44, 2497â€“2502, doi:10.1021/es903018m, 2010. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Jaffe, D., Tamura, S., and Harris, J.: Seasonal cycle and composition of background fine particles along the west coast of the US, Atmos. Environ., 39, 297â€“306, 2005. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Kleeman, M. J.: A preliminary assessment of the sensitivity of air quality in California to global change, Clim. Change, 87, S273â€“S292, 2008. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Kleeman, M. J. and Cass, G. R.: A 3-D Eulerian source-oriented model for an externally mixed aerosol, Environ. Sci. Technol., 35, 4834â€“4848, 2001.  </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Kleeman, M. J., Cass, G. R., and Eldering, A.: Modeling the airborne particle complex as a source-oriented external mixture, J. Geophys. Res. Atmos., 102(D17), 21355â€“21372, doi:10.1029/97JD01261, 1997. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Kleeman, M. J., Ying, Q., Lu, J., Mysliwiec, M. J., Griffin, R. J., Chen, J. J., and Clegg, S.: Source apportionment of secondary organic aerosol during a severe photochemical smog episode, Atmos. Environ., 41, 576â€“591, 2007. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Lee, S. M., Yoon, S. C., and Byun, D. W.: The effect of mass inconsistency of the meteorological field generated by a common meteorological model on air quality modeling, Atmos. Environ., 38, 2917â€“2926, doi:10.1016/j.atmosenv.2004.02.008, 2004. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Leung, L. R., Qian, Y., Bian, X. D., Washington, W. M., Han, J. G., and Roads, J. O.: Mid-century ensemble regional climate change scenarios for the western United States, Clim. Change, 62, 75â€“113, 2004. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Liang, J. Y., Horowitz, L. W., Jacob, D. J., Wang, Y. H., Fiore, A. M., Logan, J. A., Gardner, G. M., and Munger, J. W.: Seasonal budgets of reactive nitrogen species and ozone over the United States, and export fluxes to the global atmosphere, J. Geophys. Res. Atmos., 103, 13435â€“13450, 1998. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Liang, X. Z., Pan, J. P., Zhu, J. H., Kunkel, K. E., Wang, J. X. L., and Dai, A.: Regional climate model downscaling of the US summer climate and future change, J. Geophys. Res. Atmos., 111, D10108, doi:10.1029/2005JD006685, 2006. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Liao, K.-J., Tagaris, E., Manomaiphiboon, K., Wang, C., Woo, J.-H., Amar, P., He, S., and Russell, A. G.: Quantification of the impact of climate uncertainty on regional air quality, Atmos. Chem. Phys., 9, 865â€“878, doi:10.5194/acp-9-865-2009, 2009. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Loosmore, G. A. and Cederwall, R. T.: Precipitation scavenging of atmospheric aerosols for emergency response applications: testing an updated model with new real-time data, Atmos. Environ., 38, 993â€“1003, 2004. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Martien, P. T. and Harley, R. A.: Adjoint sensitivity analysis for a three-dimensional photochemical model: Application to Southern California, Environ. Sci. Technol., 40, 4200â€“4210, 2006. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Mcrae, G. J., Goodin, W. R., and Seinfeld, J. H.: Development of a 2nd-Generation Mathematical-Model for Urban Air-Pollution .1. Model Formulation, Atmos. Environ., 16, 679â€“696, 1982. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Menut, L., Coll, I., and Cautenet, S.: Impact of meteorological data resolution on the forecasted ozone concentrations during the ESCOMPTE IOP2a and IOP2b, Atmos. Res., 74, 139â€“159, 2005. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Mlawer, E. J., Taubman, S. J., Brown, P. D., Iacono, M. J., and Clough, S. A.: Radiative transfer for inhomogeneous atmospheres: RRTM, a validated correlated-k model for the longwave, J. Geophys. Res. Atmos., 102, 16663â€“16682, 1997. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Mysliwiec, M. J. and Kleeman, M. J.: Source apportionment of secondary airborne particulate matter in a polluted atmospbere, Environ. Sci. Technol., 36, 5376â€“5384, 2002. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Nenes, A., Pandis, S. N., and Pilinis, C.: ISORROPIA: A new thermodynamic equilibrium model for multiphase multicomponent inorganic aerosols, Aquat. Geochem., 4, 123â€“152, 1998. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Odman, M. T. and Russell, A. G.: Mass conservative coupling of non-hydrostatic meteorological models with air quality models, in: Air Pollution Modeling and its Application XIII, edited by: Gryning, S. E. and Batchvarova, E., Kluwer/Plenum, New York, 651â€“660, 2000. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Pope, C. A.: Review: Epidemiological basis for particulate air pollution health standards, Aerosol Sci. Technol., 32, 4â€“14, 2000. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Presto, A. A., Miracolo, M. A., Kroll, J. H., Worsnop, D. R., Robinson, A. L., and Donahue, N. M.: Intermediate-Volatility Organic Compounds: A Potential Source of Ambient Oxidized Organic Aerosol, Environ. Sci. Technol., 43, 4744â€“4749, 2009. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Robinson, A. L., Donahue, N. M., Shrivastava, M. K., Weitkamp, E. A., Sage, A. M., Grieshop, A. P., Lane, T. E., Pierce, J. R., and Pandis, S. N.: Rethinking organic aerosols: Semivolatile emissions and photochemical aging, Science, 315, 1259â€“1262, 2007. </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Russell, G. L., Miller, J. R., and Rind, D.: A coupled atmosphere ocean model for transient climate change studies, Atmos. Ocean, 33, 683â€“673, 1995. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple"> Sillman, S. and Samson, F. J.: Impact of Temperature on Oxidant Photochemistry in Urban, Polluted Rural and Remote Environments, J. Geophys. Res.-Atmos., 100, 11497â€“11508, 1995. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Skamarock, W. C.: Evaluating mesoscale NWP models using kinetic energy spectra, Mon. Weather Rev., 132, 3019â€“3032, 2004. </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Sportisse, B., Quelo, D., and Mallet, V.: Impact of mass consistency errors for atmospheric dispersion, Atmos. Environ., 41, 6132â€“6142, 2007. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple"> Tagaris, E., Manomaiphiboon, K., Liao, K. J., Leung, L. R., Woo, J. H., He, S., Amar, P., and Russell, A. G.: Impacts of global climate change and emissions on regional ozone and fine particulate matter concentrations over the United States, J. Geophys. Res., 112, D14312, doi:10.1029/2006JD008262, 2007. </mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> Tagaris, E., Liao, K. J., Delucia, A. J., Deck, L., Amar, P., and Russell, A. G.: Potential Impact of Climate Change on Air Pollution-Related Human Health Effects, Environ. Sci. Technol., 43, 4979â€“4988, 2009. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Tran, H. T., Alvarado, A., Garcia, C., Motallebi, N., Miyasato, L., and Vance, W.: Methodology for Estimating Premature Deaths Associated with Long-term Exposure to Fine Airborne Particulate Matter in California, California Environmental Protection Agency, Air Resources Board, Sacramento, CA, 2008. </mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple"> Washington, W. M., Weatherly, J. W., Meehl, G. A., Semtner, A. J., Bettge, T. W., Craig, A. P., Strand, W. G., Arblaster, J., Wayland, V. B., James, R., and Zhang, Y.: Parallel climate model (PCM) control and transient simulations, Clim. Dynam., 16, 755â€“774, 2000. </mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple"> Wexler, A. S. and Seinfeld, J. H.: Analysis of Aerosol Ammonium-Nitrate - Departures from Equilibrium during Scaqs, Atmos. Environ. A-Gen., 26, 579â€“591, 1992. </mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple"> Ying, Q. and Kleeman, M. J.: Effects of aerosol UV extinction on the formation of ozone and secondary particulate matter, Atmos. Environ., 37, 5047â€“5068, 2003. </mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple"> Ying, Q. and Kleeman, M. J.: Source contributions to the regional distribution of secondary particulate matter in California, Atmos. Environ., 40, 736â€“752, 2006. </mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple"> Ying, Q., Fraser, M. P., Griffin, R. J., Chen, J. J., and Kleeman, M. J.: Verification of a source-oriented externally mixed air quality model during a severe photochemical smog episode, Atmos. Environ., 41, 1521â€“1538, 2007. </mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple"> Ying, Q., Lu, J., Allen, P., Livingstone, P., Kaduwela, A., and Kleeman, M. J.: Modeling air quality during the California Regional PM$_10$/PM$_2.5$ Air Quality Study (CRPAQS) using the UCD/CIT source-oriented air quality model â€“ Part I: Base case model results, Atmos. Environ., 42, 8954â€“8966, 2008. </mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple"> Zhao, Z., Chen, S.-H., Kleeman, M. J., Tyree, M., and Cayan, D.: The impact of climate change on air quality related meteorological conditions in California â€“ Part I: Present time simulation analysis, J. Climate, under review, 2010a. Zhao, Z., Chen, S.-H., and Kleeman, M. J.: The impact of climate change on air quality related meteorological conditions in California â€“ Part II: Present versus future time simulation analysis, J. Climate, under review, 2010b. </mixed-citation>
</ref>
</ref-list>
</back>
</article>