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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>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acpd-8-14991-2008</article-id>
<title-group>
<article-title>Modeled and observed ozone sensitivity to mobile-source emissions in Mexico City</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zavala</surname>
<given-names>M.</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>Lei</surname>
<given-names>W. F.</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>Molina</surname>
<given-names>M. J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Molina</surname>
<given-names>L. T.</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-group><aff id="aff1">
<label>1</label>
<addr-line>Molina Center for the Energy and the Environment, San Diego, California, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Massachusetts Institute of Technology, Cambridge, Massachusetts, USA</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Dept. of Chemistry and Biochemistry, University of California, San Diego, California, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>06</day>
<month>08</month>
<year>2008</year>
</pub-date>
<volume>8</volume>
<issue>4</issue>
<fpage>14991</fpage>
<lpage>15030</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>
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<self-uri xlink:href="http://www.atmos-chem-phys-discuss.net/8/14991/2008/acpd-8-14991-2008.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys-discuss.net/8/14991/2008/acpd-8-14991-2008.pdf</self-uri>
<abstract>
<p>The emission characteristics of mobile sources in the Mexico City
Metropolitan Area (MCMA) have changed significantly over the past few
decades in response to emission control policies, advancements in vehicle
technologies and improvements in fuel quality, among others. Along with
these changes, concurrent non-linear changes in photochemical levels and
criteria pollutants have been observed, providing a unique opportunity to
understand the effects of perturbations of mobile emission levels on the
photochemistry in the region using observational and modeling approaches.
The observed historical trends of ozone (O&lt;sub&gt;3&lt;/sub&gt;), carbon monoxide (CO) and
nitrogen oxides (NO&lt;sub&gt;x&lt;/sub&gt;) suggest that ozone production in the MCMA has
changed from a low to a high VOC-sensitive regime over a period of 20 years.
Comparison of the historical emission trends of CO, NO&lt;sub&gt;x&lt;/sub&gt; and
hydrocarbons derived from mobile-source emission studies in the MCMA from
1991 to 2006 with the trends of the concentrations of CO, NO&lt;sub&gt;x&lt;/sub&gt;, and the
CO/NO&lt;sub&gt;x&lt;/sub&gt; ratio during peak traffic hours also indicates that fuel-based
fleet average emission factors have significantly decreased for CO and VOCs
during this period whereas NO&lt;sub&gt;x&lt;/sub&gt; emission factors do not show any strong
trend, effectively reducing the ambient VOC/NO&lt;sub&gt;x&lt;/sub&gt; ratio.
&lt;br&gt;&lt;br&gt;
This study presents the results of model analyses on the sensitivity of the
observed ozone levels to the estimated historical changes in its precursors.
The model sensitivity analyses used a well-validated base case simulation of
a high pollution episode in the MCMA with the mathematical Decoupled Direct
Method (DDM) and the standard Brute Force Method (BFM) in the 3-D CAMx
chemical transport model. The model reproduces adequately the observed
historical trends and current photochemical levels. Comparison of the BFM
and the DDM sensitivity techniques indicates that the model yields ozone
values that increase linearly with NO&lt;sub&gt;x&lt;/sub&gt; emission reductions and decrease
linearly with VOC emission reductions only up to 30% from the base case.
We further performed emissions perturbations from the gasoline fleet, diesel
fleet, all mobile (gasoline plus diesel) and all emission sources
(anthropogenic plus biogenic). The results suggest that although large ozone
reductions obtained in the past were from changes in emissions from gasoline
vehicles, currently significant benefits could be achieved with additional
emission control policies directed to regulation of VOC emissions from
diesel and area sources that are high emitters of alkenes, aromatics and
aldehydes.</p>
</abstract>
<counts><page-count count="40"/></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">Altshuler, S. L., Arcado, T. D., Lawson, D. R.: Weekday vs. weekend ambient ozone concentrations: Discussion and hypotheses with focus on northern California, Journal of the Air and Waste Management Association, 45(12), 967–972, 1995. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Bishop, G. A., Stedman, D. H., Castro, J. D., and Davalos, F. J.: On-road remote sensing of vehicle emissions in Mexico: Environmental Science and Technology, 31, 3505–3510, 1997. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">CAM (Comisión Ambiental Metropolitana): Inventario de emisiones 2004 de la Zona Metropolitana del Valle de México, Secretaría del Medio Ambiente, Gobierno de México, México, Available from http://www.sma.df.gob.mx/, 2006. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">CAM (Comision Ambiental Metropolitana): Programa para mejorar la calidad del aire en la Zona Metropolitana del Valle de México, 2002–2010, PROAIRE, Available from http://www.sma.df.gob.mx/, 2002 </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Carter, W. P. L.: Documentation of the SAPRC-99 chemical mechanism for VOC reactivity, final report to California Air Resources Board, CA, Calif. Air Res. Board, Sacramento, Contract 92-329 and 95-308, 2000. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Cohan, D. S., Hakami, A., Hu, Y., and Russell, A. G.: Nonlinear response of ozone to emissions: Source apportionment and sensitivity analysis, Environmental Science and Technology, 39, 6739–6748, 2005. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">de Foy, B., Caetano, E., Magana, V., Zitacuaro, A., Cardenas, B., Retama, A., Ramos, R., Molina, L. T., and Molina, M. J.: Mexico City basin wind circulation during the MCMA-2003 field campaign, Atmos. Chem. Phys., 5, 2267–2288, 2005. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Dunker, A. M.: Efficient calculation of sensitivity coefficients for complex atmospheric models, Atmospheric Environment, 15, 1155–1161, 1981. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Dunker, A. M., Yarwood, G., Ortmann, J. P., and Wilson, G. M.: The Decoupled Direct Method for sensitivity analysis in a three-dimensional air quality model- implementation, accuracy, and efficiency, Environmental Science and Technology, 36, 2965–2976, 2002. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">ENVIRON: User&apos;s guide to the comprehensive air quality model with extensions (CAMx). Version 4.31 ENVIRON Int.Corp., CA, 2006. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">GDF (Gobierno del Distrito Federal): Campañas de monitoreo ambiental a distancia de vehículos, Gobierno del Distrito Federal, Secretaria del Medio Ambiente, Mexico, 2006. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Grell, G. A., Dudhia, J., and Stauffer, D. R.: A Description of the fifth-generation Penn State/NCAR Mesoscale Model (MM5), NCAR/TN-398+STR., 1995. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Hakami, A., Odman, M. T., and Russell, A. G.: Nonlinearity in atmospheric response: A direct sensitivity approach, J. Geophys. Res., 109, D15303, doi:10.1029/2003JD004502, 2004. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Hakami, A., Odman, M. T., and Russell, A. G.: High-order, direct sensitivity analysis of multidimensional air quality quality models, Environmental Science and Technology, 37, 2442–2452, 2003. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Hamby, D. M.: A review of techniques for parametric sensitivity analysis of environmental models: Environmental Monitoring and Assessment, 32, 135–154, 1994. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Lei, W., de Foy, B., Zavala, M., Volkamer, R., and Molina, L. T.: Characterizing ozone production in the Mexico City Metropolitan Area: a case study using a chemical transport model, Atmos. Chem. Phys., 7, 1347–1366, 2007. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Madronich, S. and Flocke, S.: The role of solar radiation in atmospheric chemistry, in Handbook of Environmental Chemistry: Springer-Verlag, Ed., P. Boule, Heidelberg, Germany, 1998. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Molina, L. T. and Molina, M. J.: Clearing the air: a comparative study, in: Air Quality in the Mexico Megacity: An Integrated Assessment, edited by: Molina, L. T. and Molina, M. J., Kluwer Academic Publishers, Boston, 2002. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Molina, M. J. and Molina, L. T.: Megacities and atmospheric pollution, Journal of the Air and Waste Management Association, 54, 644–680, 2004. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Molina, L. T., Kolb, C. E., de Foy, B., Lamb, B. K., Brune, W. H., Jimenez, J. L., Ramos-Villegas, R., Sarmiento, J., Paramo-Figueroa, V. H., and Cardenas, B.: Air quality in North America&apos;s most populous city, overview of the MCMA-2003 campaign, Atmos. Chem. Phys., 7, 2447–2473, 2007. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Molina, L.T., S. Madronich, J. S. Gaffney, H. B. Singh, Overview of MILAGRO/INTEX-B Campaign, IGAC Newsletter, Issue No. 38, 2–15, April 2008. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Mugica, V., Vega, E., Arriaga, J. L., and Ruiz, M. E.: Determination of motor vehicle profiles for non-methane organic compounds in the Mexico City metropolitan area: Journal of the Air and Waste Management Association, 48, 1060–1068, 1998. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Napelenok, S. L., Cohan, D., Hu, Y., and Russell, A. G.: Decoupled direct 3-D sensitivity analysis for particulate matter (DDM-3-D/PM), Atmospheric Environment 40 (32), 6112–6121, 2006. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">NRC (National Research Council): Rethinking the ozone problem in urban and regional air pollution, National Academy Press, Washington, D. C., 1991. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Schifter, I., Diaz, L., Duran, J., Guzman, E., Chavez, O., and Lopez-Salinas, E.: Remote sensing study of emissions from motor vehicles in the metropolitan area of Mexico City, Environmental Science and Technology, 37, 395–401, 2003a. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Schifter, I., Diaz, L., Vera, M., Guzman, E., Duran, J., Ramos, F., and Lopez-Salinas, E.: Evaluation of the vehicle inspection/maintenance program in the Metropolitan Area of Mexico City: Environmental Science and Technology, 37, 196–200, 2003b. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Seinfeld, J. H., and Pandis, S. N.: Atmospheric chemistry and physics: from air pollution to climate change, A Wiley-Interscience publication, USA, 1998. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Shaw, W. J., Pekour, M. S., Coulter, R. L., Martin, T. J., and Walters, J. T.: The daytime mixing layer observed by radiosonde, profiler, and lidar during MILAGRO, Atmos. Chem. Phys. Discuss., 7, 15025–15065, 2007. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Stephens, S., Madronich, S., Wu, F., Olson, J., Ramos, R., Retama, A., and Munoz, R.: Weekly patterns of Mexico City&apos;is surface concentrations of CO, NO&lt;sub&gt;x&lt;/sub&gt;, PM$_10$ qnd O&lt;sub&gt;3&lt;/sub&gt; during 1986–2007, Atmos. Chem. Phys. Discuss., 8, 8357–8384, 2008. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Velasco, E., Lamb, B., Westberg, H., Allwine, E., Sosa, G., Arriaga-Colina, J. L., Jobson, B. T., Alexander, M. L., Prazeller, P., Knighton, W. B., Rogers, T. M., Grutter, M., Herndon, S. C., Kolb, C. E., Zavala, M., de Foy, B., Volkamer, R., Molina, L. T., and Molina, M. J.: Distribution, magnitudes, reactivities, ratios and diurnal patterns of volatile organic compounds in the Valley of Mexico during the MCMA 2002 and 2003 field campaigns, Atmos. Chem. Phys., 7, 329–353, 2007. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Volkamer, R., Zavala, M., Molina, L., Molina, M., Flores, E., Grutter, M., Samuelsson, J., Mellqvist, J., Galle, B., and Knighton, B.: Open-path emission factors derived from DOAS and FTIR measurements in the Mexico City Metropolitan Area. Poster contribution to Air Pollution as a Climate Forcing: A second Workshop, Honolulu, Hawaii, 4–6 April, 2005. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Yang, Y. J., Wilkinson, J. G., and Russell, A. G.: Fast, direct sensitivity analysis of multidimensional photochemical models, Environmental Science and Technology 31, 2859–2868, 1997. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Yarwood, G., Morris, R. E., and Wilson, G. M.: Particulate matter source apportionment technology (PSAT) in the CAMx photochemical grid model, Preccceding from the International Technical Meeting, Banff, Canada, October, 2004. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Zavala, M., Herndon, S. C., Slott, R. S., Dunlea, E. J., Marr, L. C., Shorter, J. H., Zahniser, M., Knighton, W. B., Rogers, T. M., Kolb, C. E., Molina, L. T., and Molina, M. J.: Characterization of on-road vehicle emissions in the Mexico City Metropolitan Area using a mobile laboratory in chase and fleet average measurement modes during the MCMA-2003 field campaign, Atmos. Chem. Phys., 6, 5129–5142., 2006. </mixed-citation>
</ref>
</ref-list>
</back>
</article>