<?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-9-6849-2009</article-id>
<title-group>
<article-title>Oxygenated organic functional groups and their sources in single and submicron organic particles in MILAGRO 2006 campaign</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Liu</surname>
<given-names>S.</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>Takahama</surname>
<given-names>S.</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>Russell</surname>
<given-names>L. 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>Gilardoni</surname>
<given-names>S.</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>Baumgardner</surname>
<given-names>D.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Scripps Institution of Oceanography, Univ. of California, San  Diego, La Jolla, California, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Joint Research Centre, European Commission, Ispra, Italy</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Centro de Ciencias de la  Atmósfera, Univ. Nacional Autónoma de México, México City,~México</addr-line>
</aff>
<pub-date pub-type="epub">
<day>21</day>
<month>09</month>
<year>2009</year>
</pub-date>
<volume>9</volume>
<issue>18</issue>
<fpage>6849</fpage>
<lpage>6863</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2009 S. Liu et al.</copyright-statement>
<copyright-year>2009</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/9/6849/2009/acp-9-6849-2009.html">This article is available from https://acp.copernicus.org/articles/9/6849/2009/acp-9-6849-2009.html</self-uri>
<self-uri xlink:href="https://acp.copernicus.org/articles/9/6849/2009/acp-9-6849-2009.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/9/6849/2009/acp-9-6849-2009.pdf</self-uri>
<abstract>
<p>Fourier Transform Infrared (FTIR) and X-ray Fluorescence (XRF) were
used to measure organic functional groups and elements of submicron
particles collected during MILAGRO in March 2006 on three platforms:
the Mexico City urban area (SIMAT), the high altitude site at 4010 m
(Altzomoni), and the NCAR C130 aircraft. Scanning Transmission X-ray
Microscopy (STXM) and Near-Edge X-ray Absorption Fine Structure
(NEXAFS) were applied to single particle organic functional group
abundance analysis of particles simultaneously collected at SIMAT and
C130. Correlations of elemental concentrations showed different groups
of source-related elements at SIMAT,  Altzomoni, and C130, suggesting
different processes affecting the air masses sampled at the three
platforms. Cluster analysis resulted in seven distinct clusters of
FTIR spectra, with the last three clusters consisting of spectra
collected almost exclusively on the C130 platform, reflecting the
variety of sources contributing to C130 samples. Positive Matrix
Factorization (PMF) of STXM-NEXAFS spectra identified three main
factors representing soot, secondary, and biomass burning type
spectra. PMF of FTIR spectra resulted in two fossil fuel combustion
factors and one biomass burning factor, the former representative
of source regions to the northeast and southwest of SIMAT. Alkane,
carboxylic acid, amine, and alcohol functional groups were mainly
associated with combustion related sources, while non-acid carbonyl
groups were likely from biomass burning events. The majority of OM
and O/C was attributed to combustion sources, although no distinction
between direct emissions and atmospherically processed OM could be
identified.</p>
</abstract>
<counts><page-count count="15"/></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"> Ade, H. and Urquhart, S. G.: NEXAFS spectroscopy and microscopy of natural and synthetic polymers, in: Chemical Applications of Synchrotron Radiation, World Scientific Publishing, Singapore, 285–355, 2002.  </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Aldape, F., Flores, J. M. and Mart\&apos;inez-pontón, A. A.: Evaluation of fine airborne particulate matter at toluca, Estado de Mexico, using pixe, International Journal of PIXE, 18 (Nos. 3 and 4), 187–197, 2008. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Aiken, A. C., Decarlo, P. F., Kroll, J. H., Worsnop, D. R., Huffman, J. A., Docherty, K. S., Ulbrich, I. M., Mohr, C., Kimmel, J. R., Sueper, D., Sun, Y., Zhang, Q., Trimborn, A., Northway, M., Ziemann, P. J., Canagaratna, M. R., Onasch, T. B., Alfarra, M. R., Prevot, A. S. H., Dommen, J., Duplissy, J., Metzger, A., Baltensperger, U., and Jimenez, J. L.: O/C and OM/OC ratios of primary, secondary, and ambient organic aerosols with high-resolution time-of-flight aerosol mass spectrometry, Environ. Sci. Technol., 42(12), 4478–4485, 2008. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Aiken, A. C., de Foy, B., Wiedinmyer, C., et al.: Mexico City aerosol analysis during MILAGRO using high resolution aerosol mass spectrometry at the urban supersite (T0) - Part 2: Analysis of the biomass burning contribution and the modern carbon fraction, Atmos. Chem. Phys., in preparation, 2009.  </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Allen, D. T., Palen, E. J., Haimov, M. I., Hering, S. V., and Young, J. R.: Fourier-Transform Infrared-Spectroscopy Of Aerosol Collected In A Low-Pressure Impactor (Lpi/Ftir) - Method Development And Field Calibration, Aerosol Sci. Tech., 21(4), 325–342, 1994.  </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Balasubramanian, R. and Qian, W. B.: Characterization and source identification of airborne trace metals in Singapore, J. Environ. Monitor., 6(10), 813–818, 2004. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Baumgardner, D., Grutter, M., Allan, J., Ochoa, C., Rappenglueck, B., Russell, L. M., and Arnott, P.: Physical and chemical properties of the regional mixed layer of Mexico&apos;s Megapolis, Atmos. Chem. Phys., 9, 5711–5727, 2009.  </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Braun, A., Shah, N., Huggins, F. E., Kelly, K. E., Sarofim, A., Jacobsen, C., Wirick, S., Francis, H., Ilavsky, J., Thomas, G. E., and Huffman, G. P.: X-ray scattering and spectroscopy studies on diesel soot from oxygenated fuel under various engine load conditions, Carbon, 43(12), 2588–2599, 2005. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Chollett, D. L.: From Sugar to Blackberries Restructuring Agro-export Production in Michoacan, Mexico, Latin American Perspectives, 36(3), 79–92, 2009. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Chow, J. C., Watson, J. G., Edgerton, S. A., and Vega, E.: Chemical composition of PM$_2.5$ and PM$_10$ in Mexico City during winter 1997, Sci. Total Environ., 287(3), 177–201, 2002. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> CICA: Emissions from Street Vendor Cooking Devices (Charcoal Grilling), EPA-600/R-99-048, available at: http://www.epa.gov/ttn/catc/dir1/mexfr.pdf(last access: 29 January 2009), 1999. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> DeCarlo, P. F., Dunlea, E. J., Kimmel, J. R., Aiken, A. C., Sueper, D., Crounse, J., Wennberg, P. O., Emmons, L., Shinozuka, Y., Clarke, A., Zhou, J., Tomlinson, J., Collins, D. R., Knapp, D., Weinheimer, A. J., Montzka, D. D., Campos, T., and Jimenez, J. L.: Fast airborne aerosol size and chemistry measurements above Mexico City and Central Mexico during the MILAGRO campaign, Atmos. Chem. Phys., 8, 4027–4048, 2008. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Dockery, D. W., Pope, C. A., Xu, X. P., Spengler, J. D., Ware, J. H., Fay, M. E., Ferris, B. G., and Speizer, F. E.: An Association Between Air-Pollution And Mortality In 6 United-States Cities, New Engl. J. Med., 329(24), 1753–1759, 1993. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Eidels-Dubovoi, S.: Aerosol impacts on visible light extinction in the atmosphere of Mexico City, Sci. Total Environ., 287(3), 213–220, 2002. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Finlayson-Pitts, B. J. and Pitts, J. N.: Chemistry of the Upper and Lower Atmosphere, Academic Press, San Diego, USA, 386–388, 2000. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Escudero, M., Stein, A., Draxler, R. R., Querol, X., Alastuey, A., Castillo, S. and Avila, A.: Determination of the contribution of northern Africa dust source areas to PM10 concentrations over the central Iberian Peninsula using the Hybrid Single-Particle Lagrangian Integrated Trajectory model (HYSPLIT) model, J. Geophys. Res.-Atmos., 111(D6), D06210, https://doi.org/10.1029/2005JD006395, 2006. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Flores, J., Aldape, F., Diaz, R. V., Hernandez-Mendez, B., and Garcia, R.: PIXE analysis of airborne particulate matter from Xalostoc, Mexico: winter to summer comparison, Nuclear Instruments and Methods In Physics Research Section B-Beam Interactions With Materials And Atoms, 150(1–4), 445–449, 1999.  </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Garnes, L. A. and Allen, D. T.: Size distributions of organonitrates in ambient aerosol collected in Houston, Texas, Aerosol Sci. Technol., 36(10), 983–992, 2002. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Gilardoni, S., Russell, L. M., Sorooshian, A., Flagan, R. C., Seinfeld, J. H., Bates, T. S., Quinn, P. K., Allan, J. D., Williams, B., Goldstein, A. H., Onasch, T. B., and Worsnop, D. R.: Regional variation of organic functional groups in aerosol particles on four US east coast platforms during the International Consortium for Atmospheric Research on Transport and Transformation 2004 campaign, J. Geophys. Res.-Atmos., 112, D10S27, https://doi.org/10.1029/2006JD007737, 2007. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Gilardoni, S., Liu, S., Takahama, S., Russell, L. M., Allan, J. D., Steinbrecher, R., Jimenez, J. L., Decarlo, P. F., Dunlea, E. J. and Baumgardner, D.: Characterization of organic ambient aerosol during MIRAGE 2006 on three platforms, Atmos. Chem. Phys., 9, 5417–5432, 2009. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Hopkins, R. J., Tivanski, A. V., Marten, B. D., and Gilles, M. K.: Chemical bonding and structure of black carbon reference materials and individual carbonaceous atmospheric aerosols, J, Aerosol Sci,, 38(6), 573–591, 2007. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Johnson, K. S., de Foy, B., Zuberi, B., Molina, L. T., Molina, M. J., Xie, Y., Laskin, A., and Shutthanandan, V.: Aerosol composition and source apportionment in the Mexico City Metropolitan Area with PIXE/PESA/STIM and multivariate analysis, Atmos. Chem. Phys., 6, 4591–4600, 2006. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Juarez, A., Gay, C., and Flores, Y.: Impact of the Popocatepetl&apos;s volcanic activity on the air quality of Puebla City, Mexico, Atmosfera, 18(1), 57–69, 2005. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Kaufman, L. and Rousseeuw, P. J.: Finding Groups in Data: An Introduction to cluster~Analysis, Wiley, New York, USA, 45–48, 1990. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Keller, H. R., Massart, D. L., Liang, Y. Z., and Kvalheim, O. M.: Evolving Factor-Analysis In The Presence Of Heteroscedastic Noise, Analytica Chimica Acta, 263(1–2), 29–36, 1992. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Laurent, J. P. and Allen, D. T.: Size distributions of organic functional groups in ambient aerosol collected in Houston, Texas, Aerosol Sci. Technol., 38, 82–91, 2004.  </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Lee, E., Chan, C. K., and Paatero, P.: Application of positive matrix factorization in source apportionment of particulate pollutants in Hong Kong, Atmos. Environ., 33(19), 3201–3212, 1999. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Lenard, J. G.: The effect of lubricant additives on the coefficient of friction in cold rolling, J. Mat. Proc. Technol., 80(1), 232–238, 1998. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Li, Z., Hopke, P. K., Husain, L., Qureshi, S., Dutkiewicz, V. A., Schwab, J. J., Drewnick, F., and Demerjian, K. L.: Sources of fine particle composition in New York city, Atmos. Environ., 38(38), 6521–6529, 2004. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Liepert, B. G., Feichter, J., Lohmann, U., and Roeckner, E.: Can aerosols spin down the water cycle in a warmer and moister world?, Geophys. Res. Lett., 31, L06207, https://doi.org/10.1029/2003GL019060, 2004. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Maria, S. F., Russell, L. M., Turpin, B. J., and Porcja, R. J.: FTIR measurements of functional groups and organic mass in aerosol samples over the Caribbean, Atmos. Environ., 36(33), 5185–5196, 2002. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Maria, S. F., Russell, L. M., Turpin, B. J., Porcja, R. J., Campos, T. L., Weber, R. J., and Huebert, B. J.: Source signatures of carbon monoxide and organic functional groups in Asian Pacific Regional Aerosol Characterization Experiment (ACE-Asia) submicron aerosol types, J. Geophys. Res.-Atmos., 108(D23), 8637, https://doi.org/10.1029/2003JD003703, 2003. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Maria, S. F., Russell, L. M., Gilles, M. K., and Myneni, S. C. B.: Organic aerosol growth mechanisms and their climate-forcing implications, Science, 306(5703), 1921–1924, 2004. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Maria, S. F. and Russell, L. M.: Organic and inorganic aerosol below-cloud scavenging by suburban New Jersey precipitation, Environ. Sci. Technol., 39, 13, 4793–4800, 2005. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Moffet, R. C., Desyaterik, Y., Hopkins, R. J., Tivanski, A. V., Gilles, M. K., Wang, Y., Shutthanandan, V., Molina, L. T., Abraham, R. G., Johnson, K. S., Mugica, V., Molina, M. J., Laskin, A., and Prather, K. A.: Characterization of aerosols containing Zn, Pb, and Cl from an industrial region of Mexico City, Environ. Sci. Technol., 42(19), 7091–7097, 2008a. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Moffet, R. C., de Foy, B., Molina, L. T., Molina, M. J., and Prather, K. A.: Measurement of ambient aerosols in northern Mexico City by single particle mass spectrometry, Atmos. Chem. Phys., 8, 4499–4516, 2008b. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</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., Cardenas, B., Gutierrez-Avedoy, V., and Molina, M. J.: 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="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Murphy, S. M., Sorooshian, A., Kroll, J. H., Ng, N. L., Chhabra, P., Tong, C., Surratt, J. D., Knipping, E., Flagan, R. C., and Seinfeld, J. H.: Secondary aerosol formation from atmospheric reactions of aliphatic amines, Atmos. Chem. Phys., 7, 2313–2337, 2007.  </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Mylonas, D. T., Allen, D. T., Ehrman, S. H., and Pratsinis, S. E.: The Sources And Size Distributions Of Organonitrates In Los-Angeles Aerosol, Atmos. Environ. A-Gen., 25, 12, 2855–2861, 1991.  </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Oros, D. R. and Simoneit, B. R. T.: Identification of molecular tracers in organic aerosols from temperate climate vegetation subjected to biomass burning, Aerosol Sci. Technol., 31(6), 433–445, 1999. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Oros, D. R. and Simoneit, B. R. T.: Identification and emission rates of molecular tracers in coal smoke particulate matter, Fuel, 79(5), 515–536, 2000. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Paatero, P. and Tapper, U.: Positive Matrix Factorization – A Nonnegative Factor Model With Optimal Utilization Of Error-Estimates Of Data Values, Environmetrics, 5(2), 111–126, 1994. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Pekney, N. J., Davidson, C. I., Zhou, L. M., and Hopke, P. K.: Application of PSCF and CPF to PMF-modeled sources of PM$_2.5$ in Pittsburgh, Aerosol Sci. Technol., 40(10), 952–961, 2006. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Querol, X., Pey, J., Minguillón, M. C., Pérez, N., Alastuey, A., Viana, M., Moreno, T., Bernabé, R. M., Blanco, S., Cárdenas, B., Vega, E., Sosa, G., Escalona, S., Ruiz, H., and Artíñano, B.: PM speciation and sources in Mexico during the MILAGRO-2006 Campaign, Atmos. Chem. Phys., 8, 111–128, 2008.  </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Qureshi, S., Dutkiewicz, V. A., Khan, A. R., Swami, K., Yang, K. X., Husain, L., Schwab, J. J., and Demerjian, K. L.: Elemental composition of PM$_2.5$ aerosols in Queens, New York: Solubility and temporal trends, Atmos. Environ., 40, S238–S251, 2006.  </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Raga, G. B., Baumgardner, D., Castro, T., Martinez-Arroyo, A., and Navarro-Gonzalez, R.: Mexico City air quality: a qualitative review of gas and aerosol measurements (1960–2000), Atmos. Environ., 35(23), 4041–4058, 2001. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Ramadan, Z., Song, X. H., and Hopke, P. K.: Identification of sources of Phoenix aerosol by positive matrix factorization, J. Air Waste Manage., 50(8), 1308–1320, 2000. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Rogge, W. F., Hildemann, L. M., Mazurek, M. A., Cass, G. R., and Simoneit, B. R. T.: Sources Of Fine Organic Aerosol. 2. Noncatalyst And Catalyst-Equipped Automobiles And Heavy-Duty Diesel Trucks, Environ. Sci. Technol., 27(4), 636–651, 1993. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Russell, L. M., Maria, S. F., and Myneni, S. C. B.: Mapping organic coatings on atmospheric particles, Geophys. Res. Lett., 29(16), 1779, https://doi.org/10.1029/2002GL014874, 2002. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Russell, L. M., Takahama, S., Liu, S., Hawkins, L. N., Covert, D. S., Quinn, P. K., and Bates, T. S.: Oxygenated fraction and mass of organic aerosol from direct emission and atmospheric processing measured on the R/V Ronald Brown during TEXAQS/GoMACCS 2006, Journal Of Geophysical Research-Atmospheres, 114, D00F05, https://doi.org/10.1029/2008JD011275, 2009. </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Salcedo, D., Onasch, T. B., Dzepina, K., Canagaratna, M. R., Zhang, Q., Huffman, J. A., DeCarlo, P. F., Jayne, J. T., Mortimer, P., Worsnop, D. R., Kolb, C. E., Johnson, K. S., Zuberi, B., Marr, L. C., Volkamer, R., Molina, L. T., Molina, M. J., Cardenas, B., Bernabé, R. M., Márquez, C., Gaffney, J. S., Marley, N. A., Laskin, A., Shutthanandan, V., Xie, Y., Brune, W., Lesher, R., Shirley, T., and Jimenez, J. L.: Characterization of ambient aerosols in Mexico City during the MCMA-2003 campaign with Aerosol Mass Spectrometry: results from the CENICA Supersite, Atmos. Chem. Phys., 6, 925–946, 2006. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple"> Sax, M., Zenobi, R., Baltensperger, U., and Kalberer, M.: Time resolved infrared spectroscopic analysis of aerosol formed by photo-oxidation of 1,3,5-trimethylbenzene and alpha-pinene, Aerosol Sci. Technol., 39(9), 822–830, 2005. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Shilling, J. E., Chen, Q., King, S. M., Rosenoern, T., Kroll, J. H., Worsnop, D. R., DeCarlo, P. F., Aiken, A. C., Sueper, D., Jimenez, J. L., and Martin, S. T.: Loading-dependent elemental composition of α-pinene SOA particles, Atmos. Chem. Phys., 9, 771–782, 2009.  </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Sharma, M. and Maloo, S.: Assessment of ambient air PM$_10$ and PM$_2.5$ and characterization of PM$_10$ in the city of Kanpur, India, Atmos. Environ., 39(33), 6015–6026, 2005. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</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="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> Simoneit, B. R. T., Schauer, J. J., Nolte, C. G., Oros, D. R., Elias, V. O., Fraser, M. P., Rogge, W. F., and Cass, G. R.: Levoglucosan, a tracer for cellulose in biomass burning and atmospheric particles, Atmos. Environ., 33 (2), 173–182, 1999. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Stephens, S., Madronich, S., Wu, F., Olson, J. B., Ramos, R., Retama, A., and Muñoz, R.: Weekly patterns of México City&apos;s surface concentrations of CO, NO&lt;sub&gt;x&lt;/sub&gt;, PM$_10$ and O&lt;sub&gt;3&lt;/sub&gt; during 1986-2007, Atmos. Chem. Phys., 8, 5313–5325, 2008. </mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple"> Stone, E. A., Snyder, D. C., Sheesley, R. J., Sullivan, A. P., Weber, R. J., and Schauer, J. J.: Source apportionment of fine organic aerosol in Mexico City during the MILAGRO experiment 2006, Atmos. Chem. Phys., 8, 1249–1259, 2008. </mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple"> Takahama, S., Gilardoni, S., Russell, L. M., and Kilcoyne, A. L. D.: Classification of multiple types of organic carbon composition in atmospheric particles by scanning transmission X-ray microscopy analysis, Atmos. Environ., 41(40), 9435–9451, 2007. </mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple"> Tivanski, A. V., Hopkins, R. J., Tyliszczak, T., and Gilles, M. K.: Oxygenated interface on biomass burn tar balls determined by single particle scanning transmission X-ray microscopy, J. Phys. Chem A, 111(25), 5448–5458, 2007. </mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple"> Vega, E., Garcia, I., Apam, D., Ruiz, M. E., and Barbiaux, M.: Application of a chemical mass balance receptor model to respirable particulate matter in Mexico city, J. Air Waste Manage., 47(4), 524–529, 1997. </mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple"> Ward, J. H.: Hierarchical Grouping To Optimize An Objective Function, J. Am. Stat. Assoc., 58(301), 236–244, 1963. </mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple"> Yokelson, R. J. and Urbanski, S. P.: Emissions from forest fires near Mexico City, Atmos. Chem. Phys., 7, 5569–5584, 2007. </mixed-citation>
</ref>
</ref-list>
</back>
</article>