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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-11-8841-2011</article-id>
<title-group>
<article-title>Transport of desert dust mixed with North African industrial pollutants in the subtropical Saharan Air Layer</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rodríguez</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>Alastuey</surname>
<given-names>A.</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>Alonso-Pérez</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>Querol</surname>
<given-names>X.</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>Cuevas</surname>
<given-names>E.</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>Abreu-Afonso</surname>
<given-names>J.</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>Viana</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pandolfi</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>de la Rosa</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Izaña Atmospheric Research Centre, AEMET Joint Research Unit to CSIC &quot;Studies on Atmospheric Pollution&quot;, La Marina, 20, Planta 6, Santa Cruz de Tenerife, 38071, Canary Islands, Spain</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Institute of Environmental Assessment and Water Research (IDǼA), CSIC, Jordi Girona, 18–26, 08034, Barcelona, Spain</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>University of Huelva, Joint Research Unit to CSIC &quot;Air Pollution&quot;, Campus El Carmen, 21071 Huelva, Spain</addr-line>
</aff>
<pub-date pub-type="epub">
<day>14</day>
<month>03</month>
<year>2011</year>
</pub-date>
<volume>11</volume>
<issue>3</issue>
<fpage>8841</fpage>
<lpage>8892</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/11/8841/2011/acpd-11-8841-2011.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys-discuss.net/11/8841/2011/acpd-11-8841-2011.pdf</self-uri>
<abstract>
<p>The chemical composition of particulate matter samples (TSP, PM&lt;sub&gt;10&lt;/sub&gt; and
PM&lt;sub&gt;2.5&lt;/sub&gt;) collected from 2002 to 2008 in the North Atlantic free
troposphere at Izaña Global Atmospheric Watch (GAW) observatory
(Tenerife, The Canary Islands) was studied. The analysis of the samples
collected in the Saharan Air Layer (SAL) shows that soil desert dust is very
frequently mixed with particulate pollutants. An analysis of this data set
with Median Concentrations At Receptor (MCAR) plots allowed to identify the
potential source regions of the dust and particulate pollutants. Areas
located at the south of the Southern slope of Atlas emerge as the most
frequent source of the soil desert dust advected to the northern edge of the
SAL in summer. Industrial emissions occurring along the Atlantic coast of
Morocco, Northern Algeria, Eastern Algeria and Tunisia appear as the most
important source of the nitrate, ammonium and a fraction of sulphate (at
least a 60% of the sulphate &lt;10 μm transported from some regions)
observed in the SAL. These emissions are mostly linked to crude oil
refineries, phosphate-based fertilizer industry and power plants. Although
desert dust emissions appear as the most frequent source of the phosphorous
observed in the SAL, high P concentrations are observed when the SAL is
affected by emissions from open mines of phosphate and phosphate based
fertilizer industry. The results also show that a significant fraction of
the sulphate (up to 90% of sulphate &lt;10 μm transported from some
regions) observed in the SAL is linked to soil emissions of evaporite
minerals in well defined regions where dry saline lakes (chotts) are
present. These interpretations of the MCAR plots are consistent with the
results obtained with the Positive Matrix Factorization receptor modelling.
The results of this study show that North African industrial pollutants may
be mixed with desert dust and exported to the North Atlantic in the Saharan
Air Layer.</p>
</abstract>
<counts><page-count count="52"/></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"> Alastuey, A., Querol, X., Castillo, S., Escudero, M., Avila, A., Cuevas, E., Torres, C., Romero, P. M., Exposito, F., Garcia, O., Diaz, J. P., Dingenen, R. V., and Putaud, J. P.: Characterisation of TSP and PM$_2.5$ at Izaña and Sta. Cruz de Tenerife (Canary Islands, Spain) during a Saharan dust episode (July 2002), Atmos. Environ., 39 (26), 4715–4728, 2005. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Amato, F., Pandolfi, M., Escrig, A., Querol, X., Alastuey, A., Pey, J., Perez, N., Hopke, P. K.: Quantifying road dust resuspension in urban environment by multilinear engine: a comparison with PMF2, Atmos. Environ., 43, 2770–2780, 2009. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Ali-Khodja, H. and Kebabi, B.: Assessment of wet and dry deposition of SO&lt;sub&gt;2&lt;/sub&gt; attribuible to a sulphuric acid plant at Annaba, Algeria, Environmental International, 24, 7, 799–807, 1998. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Ali-Khodja, H., Belaala, A., Demmane-Debbih, W., Habbas, B., and Boumagoura, N.: Air quality and deposition of trace elements in Didouche Mourad, Algeria. Environ. Monit. Assess., 138, 219–231, 2008. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Astitha, M., Kallos, G., Spyrou, C., O&apos;Hirok, W., Lelieveld, J., and Denier van der Gon, H. A. C.: Modelling the chemically aged and mixed aerosols over the eastern central Atlantic Ocean - potential impacts, Atmos. Chem. Phys., 10, 5797–5822, http://dx.doi.org/10.5194/acp-10-5797-2010doi:10.5194/acp-10-5797-2010, 2010. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Azri, C., Medhioub, K., and Rosset, R.: Evolution of atmospheric pollutants in the city of Sfax (Tunisia) October 1996–June 1997, Atmósfera, 20(3), 223–246, 2007. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Birch, M. and Cary, R.: Elemental carbon-based method for monitoring occupational exposures to diesel particulate diesel exhaust, Aerosol Sci. Technol., 25, 221–241, 1996. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Bouchlaghem, K., Ben Mansour, F., and Elouragin, S.: Impact of a sea breeze event on air pollution at the Eastern Tunisian Coast, Atmos. Res., 86, 162–172, 2007. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Brooks, N.: Dust-climate interactions in the Sahel-Sahara zone of northern Africa, with particular reference to late twentieth century Sahelian drought, PhD thesis, Norwich Climatic Research Unit, University of East Anglia, United Kingdom, 2000. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Brooks, N. and Legrand, M.: Dust variability over northern Africa and rainfall in the Sahel, Linking Climate Change to Land Surface Change, edited by: McLaren, S. J. and Kniveton, D., 1–25, Kluwer Academic Publishers, 2000. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Capes, G., Johnson, B., McFiggans, G., Williams, P. I., Haywood, J., and Coe, H.: Aging of biomass burning aerosols over West Africa: Aircraft measurements of chemical composition, microphysical properties, and emission ratios, J. Geophys. Res., 113, D00C15, http://dx.doi.org/10.1029/2008JD009845doi:10.1029/2008JD009845, 2008. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Chorowicz, J. and Fabre, J.: Organization of drainage networks from space imagery in the Tanezrouft (Western Sahara): implications of recent intracratonic deformations, Geomorphology, 21, 139–151, 1997. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Chow, J. C., Watson, J. G., Lowenthal, D. H., Solomon, P. A., Magliano, K. M., Ziman, S. D., and Richards, L. W.: PM$_10$ Source Apportionment in California&apos;s San Joaquin Valley, Atmos. Environ., 26A, 18, 3335–3354, 1992. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Claquin, T., Schulz, M., and Balkanski, Y.J.: Modeling the mineralogy of atmospheric dust sources, J. Geophys. Res., 104(D18), 22243–22256, 1999. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> CNEDD Report: Charte Nationale de l&apos;Environnement et du Développement Durable (CNEDD), Rapport Sur La Pollution de Air, available at: http://principal.charteenvironnement.ma/fr/pdf/publications_environnement/rapport_sur_la_pollution_de_air.pdf, 2007. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Dall&apos;Osto, M., Harrison, R. M., Highwood, E. J., O&apos;Dowd, C., Ceburnis, D., Querol, X., and Achterberg, E. P.: Variation of the mixing state of Saharan dust particles with atmospheric transport, Atmos. Environ., 44, 3135–3146, 2010. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Desboeufs, K. V. and Cautenet, G.: Transport and mixing zone of desert dust and sulphate over Tropical Africa and the Atlantic Ocean region, Atmos. Chem. Phys. Discuss., 5, 5615–5644, http://dx.doi.org/10.5194/acpd-5-5615-2005doi:10.5194/acpd-5-5615-2005, 2005. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Dentener, F. J., Carmichael, G. R., Zhang, Y., Lelieveld, J., and Crutzen, P. J.: Role of mineral aerosol as a reactive surface in the global troposphere, J. Geophys. Res., 101, 22869-22890, 1996. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Draxler, R. R. and Rolph, G. D.: HYSPLIT (HYbrid Single-Particle Lagrangian Integrated Trajectory) Model access via NOAA ARL READY Website (http://ready.arl.noaa.gov/HYSPLIT.php), NOAA Air Resources Laboratory, Silver Spring, MD, 2010. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Engelstaedter, S., Tegen, I., and Washington, R.: North African dust emissions and transport, Earth Science Reviews, 79, 73–100, 2006. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Erramli, H., Gogon, H. D., Misdaq, M. A., Sauvage, T., and Ramboz, C.: Study of pollution in the El Jadida-Safi Atlantic coastal zone (Morocco) by using PIXE and SSNTD methods, J. Environ. Radioactiv., 99, 1216–1223, 2008. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Falkowski, P. G., Barber, R. T., and Smetacek, V.: Biogeochemical controls and feedbacks on ocean primary production, Science, 281, 200–206, 1998. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Formenti, P., Elbert, W., Maenhaut, W., Haywood, J., and Andreae, M. O.: Chemical composition of mineral dust aerosol during the Saharan Dust Experiment (SHADE) airborne campaign in the Cape Verde region, September 2000, J. Geophys. Res., 108(D18), 8576, http://dx.doi.org/10.1029/2002JD002648doi:10.1029/2002JD002648, 2003. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Formenti, P., Rajot, J. L., Desboeufs, K., Caquineau, S., Chevaillier, S., Nava, S., Gaudichet, A., Journet, E., Triquet, S., Alfaro, S., Chiari, M., Haywood, J., Coe, H., and Highwood, E.: Regional variability of the composition of mineral dust from western Africa: Results from the AMMA SOP0/DABEX and DODO field campaigns, J. Geophys. Res., 113, D00C13, http://dx.doi.org/10.1029/2008JD009903doi:10.1029/2008JD009903, 2008. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Gangoiti, G., Alonso, L., Navazo, M., García, J. A., and Millán, M. M.: North African soil dust and European pollution transport to America during the warm season: Hidden links shown by a passive tracer simulation, J. Geophys. Res., 111, D10109, http://dx.doi.org/10.1029/2005JD005941doi:10.1029/2005JD005941, 2006. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Gaudry, A., Zeroual, S., Gaie-Levrel, F., Moskura, M., Boujrhal, F. Z., Cherkaoui El Moursli, R., Guessous, A., Mouradi, A., Givernaud, T., and Delmas, R.: Heavy metals pollution of the Atlantic Marine Environment by the Moroccan Phosphate Industry, as Observed through their bioaccumulation in Ulva Lactuca, Water Air Soil Poll., 178, 267–285, 2007. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Ginoux, P., Prospero, J. M., Torres, O., and Chin, M.: Long-term simulation of global dust distribution with the GOCART model: correlation with North Atlantic Oscillation, Environ. Modell. Softw., 19, 113–128, 2004. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Guieu, C., Loÿe-Pilot, M. D., Benyahya, L., and Dufour, A.: Spatial variability of atmospheric fluxes of metals (Al, Fe, Cd, Zn and Pb) and phosphorus over the whole Mediterranean from a one-year monitoring experiment: Biogeochemical implications, Mar. Chem., 120, 164–178, 2010. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Hamdi-Aissa, B., Valles, V., Aventurier, A., and Ribolzi, O.: Soils and brine geochemistry and mineralogy of hyperarid desert playa, Ouargla basin, Algerian Sahara, Arid Land Res. Manag., 18, 103–126, 2004. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Haywood, J., Francis, P., Osborne, S., Glew, M., Loeb, N., Highwood, E., Tanre, D., Myhre, G., Formenti, P., and Hirst, E.: Radiative properties and direct radiative effect of Saharan dust measured by the C-130 aircraft during SHADE: 1. Solar spectrum, J. Geophys. Res., 108(D18), 8577. http://dx.doi.org/10.1029/2002JD002687doi:10.1029/2002JD002687, 2003. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Jiménez, E., Linares, C., Martínez, D., and Díaz, J.: Role of Saharan dust in the relationship between particulate matter and short-term daily mortality among the elderly in Madrid~(Spain), Sci. Total Environ., 408(23), 5729–5736, 2010. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Kallos, G., Kotroni, V., Lagouvardos, K., and Papadopoulos, A.: On the long range transport of air pollutants from Europe to Africa, Geophys. Res. Lett., 25, 619–622, 1998. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Kandler, K., Benker, N., Bundke, U., Cuevas, E., Eberta, M., Knippertz, P., Rodríguez, S., Schütz, L., and Weinbruch, S.: Chemical composition and complex refractive index of Saharan Mineral Dust at Izaña, Tenerife (Spain) derived by electron microscopy, Atmos. Environ., 41, 8058–8074, 2007. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Khatami, A., Ponche, J. L., Jabry, E., and Mirabel, Ph.: The air quality management of the region of Great Casablanca (Morocco), Part 1: atmospheric emissions inventory for the year 1992, Sci. Total. Environ., 209, 201–216, 1998. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Levin, Z., Ganor, E., and Gladstein, V.: The effects of desert particles coated with sulfate on rain formation in the eastern Mediterranean, J. Appl. Meteorol., 35, 1511–1523, 1996. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Li, W. J. and Shao, L. Y.: Observation of nitrate coatings on atmospheric mineral dust particles, Atmos. Chem. Phys., 9, 1863–1871, http://dx.doi.org/10.5194/acp-9-1863-2009doi:10.5194/acp-9-1863-2009, 2009. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Maring, H., Savoie, D. L., Izaguirre, M. A., Custals, L., and Reid, J. S.: Mineral dust aerosol size distribution change during atmospheric transport, J. Geophys. Res., 108(D19), 8592, http://dx.doi.org/10.1029/2002JD002536doi:10.1029/2002JD002536, 2003. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Michaels, A. F., Olson, D., Sarmineto, J. L., Ammerman, J. W., Fanning, K., Jahnke, R., Knap, A. H., Lipschultz, F., and Prospero, J. M.: Inputs, losses and transformations of nitrogen and phosphorus in the pelagic North Atlantic Ocean, Biogeochemistry, 35, 181–226, 1996. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Middleton, N., Yiallouros, P., Kleanthous, S., Kolokotroni, O., Schwartz, J., Dockery, D. W., Demokritou, P., Koutrakis, P.: A 10-year time-series analysis of respiratory and cardiovascular morbidity in Nicosia, Cyprus: the effect of short- term changes in air pollution and dust storms, Environ. Health, 7(39), http://dx.doi.org/10.1186/1476-069X-7-39doi:10.1186/1476-069X-7-39, 2008. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Millán, M. M., Salvador, R., Mantilla, E., and Kallos, G.: Photooxidant dynamics in the western Mediterranean in summer: Results from European research projects, J. Geophys. Res., 102(D7), 8811–8823, 1997. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Mills, M. M., Ridame, C., Davey, M., La Roche, J., and Geider, R. J.: Iron and phosphorus co- limit nitrogen fixation in the eastern tropical North Atlantic, Nature, 429, 292–294, 2004. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Newman, H. R.: The mineral industries of Morocco and Western Sahara, 2008 Mineral Yearbook, USGS publications, available at: http://minerals.usgs.gov/minerals/pubs/country/africa.html#ag, 2008. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Paatero, P.: Least square formulation of robuste non-negative factor analysis, Chemometr. Intell. Lab. Syst., 3, 23–35, 1997. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Paatero, P. and Hopke, P. K.: Discarding or downweighting high-noise variables in factor analytic models, Anal. Chim. Acta, 490, 277–289, 2003. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</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, 111–126, 1994. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Paatero, P., Hopke, P. K., Begum, B. A., and Biswas, S. K.: A graphical diagnostic method for assessing the rotation in factor analytical models of atmospheric pollution, Atmos. Environ., 39, 193–201, 2005. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Pérez, L., Tobias, A., Querol, X., Künzli, N., Pey, J., Alastuey, A., Viana,M., Valero, N., González-Cabré, M., and Sunyer, J.: Coarse Particles From Saharan Dust and Daily Mortality, Epidemiology, 19(6), 800–807, 2008. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Prospero, J. M., Schmitt, R., Cuevas, E., Savoie, D. L., Graustein, W. C., Turekian, K. K., Volz- Thomas, A., DmHaz, A., Oltmans, S. J., and Levy II, H.: Temporal variability of summer-time ozone and aerosols in the free troposphere over the eastern North Atlantic, Geophys. Res. Lett., 22, 2925–2928, 1995. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Prospero, J. M., Ginoux, P., Torres, O., Nicholson, S. E., and Gill, T. E.: Environmental characterizacion of global sources of dust with the Nimbus 7 total ozone mapping spectrometer (TOMS) absorbing aerosol product, Rev. Geophys., 40(1), http://dx.doi.org/10.1029/2000RG000095doi:10.1029/2000RG000095, 2002. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Putaud, J. P., Van Dingenen, R., Mangoni, M., Virkkula, A., Raes, F., Maring, H., Prospero, J. M., Swietlicki, E., Berg, O. H., Hillamo, R., and Mäkela, T.: Chemical mass closure and assessment of the origin of the submicron aerosol in the marine boundary layer and the free troposphere at Tenerife during ACE-2, Tellus, 52B, 141–168, 2000 </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Querol, X., Alastuey, A., Rodríguez, S., Plana, F., Mantilla, E., and Ruiz, C.R.: Monitoring of PM$_10$ and PM$_2.5$ around primary particulate anthropogenic emission sources, Atmos. Environ., 35, 845–858, 2001. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</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. and Phys. 8, 111–128, 2008. 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, http://dx.doi.org/10.5194/acp-8-111-2008doi:10.5194/acp-8-111-2008, 2008. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Reid, E. A., Reid, J. S., Meier, M. M., Dunlap, M. R., Cliff, S. S., Broumas, A., Perry, K., and Maring, H.: Characterization of African dust transported to Puerto Rico by individual particle and size segregated bulk analysis, J. Geophys. Res., 108(D19), 8591, http://dx.doi.org/10.1029/2002JD002935doi:10.1029/2002JD002935, 2003. </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Rezagi, M.: Dynamique des sels dans les eaux et les plantes halophytes (Salicornia L.) dans deux régions arides (Algérie et Espagne), Ph.D. thesis, Université d&apos;Annaba, Algeria, 1993. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple"> %Rodríguez, S., Van Dingenen, R., Putaud, J. P., Dell&apos;Acqua, A., Querol, %X., Alastuey, A., Pey, J., Harrison, R. M., Ho, K. F., Chenery, S., Tardivo, %R., Gemelli, V., and Scarnato, B.: A study on the relationship between mass %concentrations, chemistry and number size distribution of urban fine %PM$_2.5$ aerosols in Milan, BARCELONA &amp; LONDON. Atmos. Chem. Phys., 7, %2217-2232, 2007 Rodríguez, S., Van Dingenen, R., Putaud, J.-P., Dell&apos;Acqua, A., Pey, J., Querol, X., Alastuey, A., Chenery, S., Ho, K.-F., Harrison, R., Tardivo, R., Scarnato, B., and Gemelli, V.: A study on the relationship between mass concentrations, chemistry and number size distribution of urban fine aerosols in Milan, Barcelona and London, Atmos. Chem. Phys., 7, 2217–2232, http://dx.doi.org/10.5194/acp-7-2217-2007doi:10.5194/acp-7-2217-2007, 2007. </mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> %Rodríguez, S., González, Y., Cuevas, E., Ramos, R., Romero, P. M., %Abreu-Afonso, J., and Redondas, A.: 2009. Atmospheric nanoparticle %observations in the low free troposphere during upward orographic flows at %Izaña Mountain Observatory. Atmos. Chem. Phys., 9, 6319–6335. Rodríguez, S., González, Y., Cuevas, E., Ramos, R., Romero, P. M., Abreu-Afonso, J., and Redondas, A.: Atmospheric nanoparticle observations in the low free troposphere during upward orographic flows at Izaña Mountain Observatory, Atmos. Chem. Phys., 9, 6319–6335, http://dx.doi.org/10.5194/acp-9-6319-2009doi:10.5194/acp-9-6319-2009, 2009. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Schaap, M., Müller, K., and ten Brink, H. M.: Constructing the European aerosol nitrate concentration field from air quality analysed data, Atmos. Environ., 36, 1323–1335, 2002. </mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple"> Schütz, L. and Sebert, M.: Mineral aerosols and source Identification, J. Aerosol. Sci., 18, 1–10, 1987. </mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple"> Sunnu, A., Afeti, G., and Resch, F.: A long-term experimental study of the Saharan dust presence in West Africa, Atmos. Res., 87, 13–26, 2008. </mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple"> Taib, M.: The mineral industries of Algeria, 2008 Mineral Yearbook, USGS publications, available at: http://minerals.usgs.gov/minerals/pubs/country/africa.html#ag, 2008a. </mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple"> Taib, M.: The mineral industries of Tunisia, 2008 Mineral Yearbook, USGS publications, available at: http://minerals.usgs.gov/minerals/pubs/country/africa.html#ag, 2008b. </mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple"> Tlili, N., Zarrouk, S., Boughediri, L., and Chaoui, F.: Bio-indication of air quality in the Annaba city (East of Algeria), Research Journal of Biological Sciences, 2(6), 617–619, 2007. </mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple"> Torres, O., Bhartia, P. K., Herman, J. R., Ahmad, Z., and Gleason, J.: Derivation of aerosol properties from a satellite measurements of backscattered ultraviolet radiation: Theoretical basis, J. Geophys. Res., 103, 17099–17110, 1998. </mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple"> Yassaa, N. and Cecinato, A.: Composition of torched crude oil organic particulate emitted by refinery and its similarity to atmospheric aerosol in the surrounding area, Chemosphere, 60, 660–1666, 2005. </mixed-citation>
</ref>
<ref id="ref65">
<label>65</label><mixed-citation publication-type="other" xlink:type="simple"> Yassaa, N., Meklati, B. Y., Cecinato, A., Marino, F., and Balducci, C.: Organic content of particulate matter in the atmosphere of Ouargla city, Algeria, Ann. Chim-Rome, 91, 577–585, 2001a. </mixed-citation>
</ref>
<ref id="ref66">
<label>66</label><mixed-citation publication-type="other" xlink:type="simple"> Yassaa, N., Meklati, B. Y., and Cecinato, A.: Chemical characteristics of organic aerosols in Algiers city area: influence of a fat manufacture plant, Atmos. Environ., 35, 6003–6013, 2001b. </mixed-citation>
</ref>
<ref id="ref67">
<label>67</label><mixed-citation publication-type="other" xlink:type="simple"> Yassaa, N., Meklati, Y., Brancaleoni, E., Frattoni, M., and Ciccioli, P.: Polar and non- polar volatile organic compounds (VOCs) in urban Algier and Saharan sites of Algeria, Atmos. Environ., 35, 787–801, 2001c. </mixed-citation>
</ref>
<ref id="ref68">
<label>68</label><mixed-citation publication-type="other" xlink:type="simple"> Valles, V., Rezagui, M., Auque, L., Semadi, A., Roger, L., and Zouggari, H.: Geochemistry of saline soils in two arid zones of the Mediterranean basin. I. Geochemistry of the Chott Melghir–Mehrouane watershed in Algeria, Arid Soil Res. Rehab., 11, 71–84, 1997. </mixed-citation>
</ref>
<ref id="ref69">
<label>69</label><mixed-citation publication-type="other" xlink:type="simple"> Zender, C. S., Miller, R. L., and Tegen, I.: Quantifying mineral dust mass budgets: terminology, constraints, and current estimates, EOS, Trans. Am. Geophys. Union, 85, 48, 509–512, 2004. </mixed-citation>
</ref>
</ref-list>
</back>
</article>