<?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>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-10-10435-2010</article-id>
<title-group>
<article-title>Observation operator for the assimilation of aerosol type resolving satellite measurements into a chemical transport model</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Schroedter-Homscheidt</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>Elbern</surname>
<given-names>H.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</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>Holzer-Popp</surname>
<given-names>T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Deutsches Zentrum für Luft- und Raumfahrt e.V., Oberpfaffenhofen, Germany</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Rhenish Institute for Environmental Research at the University of Cologne, Köln, Germany</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>now at: ICG-2, Forschungszentrum Jülich, Germany</addr-line>
</aff>
<pub-date pub-type="epub">
<day>08</day>
<month>11</month>
<year>2010</year>
</pub-date>
<volume>10</volume>
<issue>21</issue>
<fpage>10435</fpage>
<lpage>10452</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/10/10435/2010/acp-10-10435-2010.html">This article is available from http://www.atmos-chem-phys.net/10/10435/2010/acp-10-10435-2010.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/10/10435/2010/acp-10-10435-2010.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/10/10435/2010/acp-10-10435-2010.pdf</self-uri>
<abstract>
<p>Modelling of aerosol particles with chemical transport models is still based
mainly on static emission databases while episodic emissions cannot be
treated sufficiently. To overcome this situation, a coupling of chemical
mass concentration modelling with satellite-based measurements relying on
physical and optical principles has been developed. This study deals with
the observation operator for a component-wise assimilation of satellite
measurements. It treats aerosol particles classified into water soluble,
water insoluble, soot, sea salt and mineral dust containing aerosol
particles in the atmospheric boundary layer as separately assimilated
aerosol components. It builds on a mapping of aerosol classes used both in
observation and model space taking their optical and chemical properties
into account. Refractive indices for primary organic carbon particles,
anthropogenic particles, and secondary organic species have been defined
based on a literature review. Together with a treatment of different size
distributions in observations and model state, this allows transforming the
background from mass concentrations into aerosol optical depths. A
two-dimensional, variational assimilation is applied for component-wise
aerosol optical depths. Error covariance matrices are defined based on a
validation against AERONET sun photometer measurements. Analysis fields are
assessed threefold: (1) through validation against AERONET especially in
Saharan dust outbreak situations, (2) through comparison with the British
Black Smoke and Sulphur Dioxide Network for soot-containing particles, and
(3) through comparison with measurements of the water soluble components
SO&lt;sub&gt;4&lt;/sub&gt;, NH&lt;sub&gt;4&lt;/sub&gt;, and NO&lt;sub&gt;3&lt;/sub&gt; conducted by the EMEP (European Monitoring
and Evaluation Programme) network. Separately, for the water soluble, the
soot and the mineral dust aerosol components a bias reduction and subsequent
a root mean square error reduction is observed in the analysis for a test
period from July to November 2003. Additionally, examples of an improved
analysis during wildfire and dust outbreak situations are shown.</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"> Ackermann, I. J., Hass, H., Memmesheimer, M., Ziegenbein, C., and Ebel, A.: The parameterization of the sulfate-nitrate-ammonia aerosol system in the long-range transport model EURAD, Meteorolog. Atmos. Phys., 57, 101–114, 1995. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Ackermann, I. J., Hass, H., Memmesheimer, M., Ebel, A., Binkowski, F. S., and Shankar, U.: MADE: Modal Aerosol Dynamics Model for Europe; development and first applications, Atmos. Environ., 32(17), 2981–2999, 1998. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Alves, C., Pio, C., and Duarte, A.: The organic composition of air particulate matter from rural and urban portuguese areas, Phys. Chem. Earth Pt. B, 24(6), 705–709, 1999. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Anderson, T. L., Charlson, R. J., Winker, D. M., Ogren, J. A., and Holmen, K.: Mesoscale Variations of Tropospheric Aerosols, J. Atmos. Sci., 60, 119–136, 2003. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Berdowski, J. J. M, Mulder, W., Veldt, C., Visschedijk, A. J. H.,and Zandveld, P. Y. J.: Particulate matter emissions (PM$_10$ – PM$_2.5$ – PM$_0.1)$ in Europe in 1990 and 1993, TNO-report TNO-MEP-R96/472, 1996. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Binkowski, F. S.: Aerosols in Models-3 CMAQ, Kapitel 10 in: Science algorithms of the EPA Models-3 Community Multi-scale Air Quality (CMAQ) Modelling System, edited by: Byun, D. W. and Ching, J. K. S., United Stated Environmental Protection Agency, report EPA/600/R-99/030, March, available at: http://www.epa.gov/asmdnerl/models3/doc/science/science.html, 1999. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Bouttier, F. and Courtier, P.: Data assimilation concepts and methods, Meteorological Training Course Lecture Series, European Centre for Middle-Range Weather Forecasting (ECMWF), 1999. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Breitkreuz, H., Schroedter-Homscheidt, M., Holzer-Popp, T., and Dech, S.: Short-Range Direct and Diffuse Irradiance Forecasts for Solar Energy Applications Based on Aerosol Chemical Transport and Numerical Weather Modeling, J. Appl. Meteorol., 48, 9, 1766–1779, 2009. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Builtjes, P. J. H., Borrego, C., Carvalho, A. C., Ebel, A., Memmesheimer, M., Feichtner, H., Münzenberg, A., Schaller, E., and Zlatev, Z.: Global and Regional Atmospheric Modeling, Overview over the Subproject GLOREAM, in: Towards Cleaner Air for Europe – Science, Tools and Applications, Part 2: Overview from the Final Reports of EUROTRAC-2 Subprojects, edited by: Midgley, P. M. and Reuther, M. Markgraf Publishers, Weikersheim, 139–164, 2003. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Chin, M., Ginoux, P., Kinne, S., Holben, B. N., Duncan, B. N., Martin, R. V., Logan, J. A., Higurashi, A., and Nakajima, T.: Tropospheric aerosol optical thickness from the GOCART model and comparisons with satellite and sunphotometer measurements, J. Atmos. Sci., 59, 461–483, 2002. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Collins, W. D., Rasch, P. J., Eaton, B. E., Khattatov, B. V., and Lamarque, J. F.: Simulating aerosols using a chemical transport model with assimilation of satellite aerosol retrievals: Methodology for INDOEX, J. Geophys. Res., 106(D7), 7313–7336, 2001. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Daley, R.: Atmospheric Data Analysis, Cambridge Atmospheric and Space Science Series, Cambridge University Press, ISBN 0-521-38215-7, 1991. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Dee, D. P. and Da Silva, A. M: Data assimilation in the presence of forecast bias, Q. J. Roy. Meteor. Soc., 124, 269–295, 1998. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Dubovik, O., Holben, B., Eck, T. F., Smirnov, A., Kaufman, Y. J., King, M. D., Tanré, D., and Slutsker, I.: Variability of Absorption and Optical Properties of Key Aerosol Types Observed in Worldwide Locations, J. Atmos. Sci., 59, 590–608, 2002. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Ebel, A.: Entwicklung und Stand des EURAD-Vorhabens, in: Das EURAD-Modell: Aufbau und erste Ergebnisse, Mitteilungen aus dem Institut für Geophysik und Meteorologie der Universität zu Köln, Heft 61, 1–5, 1989. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Ebel, A., Moussiopoulus, N., Becker, K. H., Borrego, C. A., Bouscaren, R., Builtjes, P. J. H., Flossmann, A., Hansen, U., Hantel, M., Hass, H., Poppe, D., and Rosset, R.: Air quality modelling and models in EUMAC: an overview, in: Transport and Chemical Transformation of Pollutants in the Troposphere, edited by: Borrel, P. et al., vol. 7, Tropospheric Modelling and Emission Estimation, edited by: Ebel, A., Friedrich, R., and Rohde, H., 3–24, 1997a. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Ebel, A., Elbern, H., Feldmann, H., Jakobs, H. J., Kessler, C., Memmesheimer, M., Oberreuther, A., and Piekorz, G.: Air Pollution Studies within the EURAD Model System (3): EURAD – European Air Pollution Dispersion Model System. Mitteilungen aus dem Institut für Geophysik und Meteorologie der Universität zu Köln, edited by: Ebel, A., Kerschgens, M., Neubauer, F. M., Speth, P., Heft Nr. 120, 1997b. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Elbern, H., Schmidt, H., and Ebel, A.: Variational data assimilation for tropospheric chemistry modeling, J. Geophys. Res., 10(D13), 15967–-15985, 1997. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Elbern, H. and Schmidt, H.: Ozone episode analysis by four-dimensional variational chemistry data assimilation, J. Geophys. Res., 106(D4), 3569–3590, 2001. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Elbern, H., Strunk, A., Schmidt, H., and Talagrand, O.: Emission rate and chemical state estimation by 4-dimensional variational inversion, Atmos. Chem. Phys., 7, 3749–3769, doi:10.5194/acp-7-3749-2007, 2007. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> EMEP: EMEP manual for sampling and chemical analysis, NILU-Report, 2001 EMEP/CCC-Report 1/95, Referenz O-7726, März 1996, 1. Revision November 2001. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> EMEP: Transboundary particulate matter in Europe, Status report 4/2007, NILU-Report O-98134, August 2007. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</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(1–2), 73–100, 2006. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Evans, B. T. N. and Fournier, G. R.: Simple approximation to extinction efficiency valid over all size parameters, Appl. Optics, 29, 31, 4666–4670, 1990. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Forstner, H. J. L., Flagan, R. C., and Seinfeld, J. H.: Molecular speciation of secondary organic aerosol from photooxidation of the higher alkenes: 1-octene and 1-decene, Atmos. Environ., 31(13), 1953–1964, 1997. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Generoso, S., Breon, F.-M., Chevallier, F., Balkanski, Y., Schulz, M., and Bey, I.: Assimilation of POLDER aerosol optical thickness into the LMDz-INCA model: Implications for the Arctic aerosol burden, J. Geophys. Res. 112, D02311, doi:10.1029/2005JD006954, 2007. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Ghil, M.: Meteorological Data Assimilation for Oceanographers – Part 1: Description and Theoretical Framework, Dyn. Atmos. Oceans, 13, 171–218, 1989. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</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 technical note, NCAR/TN-398+STR, 1994. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Hahn, J.: Organic Constituents of Natural Aerosols, in: Aerosols: Anthropogenic and Natural, Sources and Transport, edited by: Kneip, T. J. and Lioy, P. J., Annals of the New York Academy of Sciences, vol. 338, New York, 1980. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Hara, Y., Yumimoto, K., Uno, I., Shimizu, A., Sugimoto, N., Liu, Z., and Winker, D. M.: Asian dust outflow in the PBL and free atmosphere retrieved by NASA CALIPSO and an assimilated dust transport model, Atmos. Chem. Phys., 9, 1227–1239, doi:10.5194/acp-9-1227-2009, 2009. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Hess, M., Köpke, P., and Schult, I.: Optical Properties of Aerosols and Clouds: The Software package OPAC, B. Am. Meteor. Soc., 79, 831–844, 1998. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Holben, B. N., Eck, T. F., Slutsker, I., Tanré, D., Buis, J. P., Setzer, A., Vermote, E., Reagan, J. A., Kaufmann, Y. J., Nakajima, T., Lavenu, F., Jankowiak, I., and Smirnov, A.: AERONET: A federated instrument network and data archive for aerosol characterization, Remote Sens. Environ., 66, 1–16, 1998. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Holzer-Popp, T., Schroedter, M., and Gesell, G.: Retrieval of aerosol optical depth and type in the boundary layer over land and ocean from simultaneous GOME spectrometer and ATSR-2 radiometer measurements – 1. Model description, J. Geophys. Res., 107(D21), 4578–4594, 2002a. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Holzer-Popp, T., Schroedter, M., and Gesell, G.: Retrieval of aerosol optical depth and type in the boundary layer over land and ocean from simultaneous GOME spectrometer and ATSR-2 radiometer measurements – 2. Case study application and validation, J. Geophys. Res., 107(D21), 4770–4777, 2002b. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Holzer-Popp, T., Schroedter-Homscheidt, M., Breitkreuz, H., Martynenko, D., and Klüser, L.: Improvements of synergetic aerosol retrieval for ENVISAT, Atmos. Chem. Phys., 8, 7651–7672, doi:10.5194/acp-8-7651-2008, 2008. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Hutchinson, K. D., Smith, S., and Faruqui, S.: The use of MODIS data and aerosol products for air quality prediction, Atmos. Environ., 38, 5057–5070, 2004. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Jakobs, H. J., Tilmes, S., Heidegger, A., Nester, K, and Smiatek, G.: Short-term ozone forecasting with a network model system during Summer 1999, J. Atmos. Chem., 42, 23–40, 2002/ </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Jeuken, A. B. M., Eskes, H. J., van Velthoven, P. F. J., Kelder, H. M., and Hólm, E. V.: Assimilation of total ozone satellite measurements in a three-dimensional tracer transport model, J. Geophys. Res., 104(D5), 5551–5563, 1999. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Kavouras, I. G., Mihalopoulos, N., and Stephanou, E. G.: Formation of atmospheric particles from organic acids produced by forests, Nature, 395, 683–686, 1998. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Kawamura, K. and Sakaguchi, F.: Molecular distributions of water soluble dicarboxylic acids in marine aerosols over the Pacific Ocean including tropics, J. Geophys. Res., 104(D3), 3501–3509, 1999. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Kendall, M., Hamilton, R. S., Watt, J., and Williams, I. D.: Characterisation of selected speciated organic compounds associated with particulate matter in London, Atmos. Environ., 35, 2483–2495, 2001. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Kerminen, V.-M., Ojanen, C., Pakkanen, T., Hillamo, R., Aurela, M., and Meriläinen, J.: Low-molecular-weight dicarboxylic acids in an urban and rural atmosphere, J. Aerosol Sci, 31(3), 349–362, 2000. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Khattatov, B.V., Gille, J. C., Lyjak, L. V., Brasseur, G. P., Dvortsov, V. L., Roche, A. E., and Waters, J. W.: Assimilation of photochemically active species and a case analysis of UARS data, J. Geophys. Res., 104, 18715–18737, 1999. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Koch, S., Winterhalter, R., Uherek, E., Kolloff, A., Neeb, P., and Moortgat, G. K.: Formation of new particles in the gas-phase ozonolysis of monoterpenes, Atmos. Env., 34, 4031–4042, 2000. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Kokhanovsky, A. A., Bramstedt, K., von Hoyningen-Huene, W., and Burrows, J. P.: The intercomparison of top-of-atmosphere reflectivity measured by MERIS and SCIAMACHY in the spectral range of 443-865 nm, IEE Trans. Geosci. Rem. Sens. Lett., 4, 293–296, 2007. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Kriebel, K. T., Saunders, R. W., and Gesell, G.: Optical properties of clouds derived from fully cloudy AVHRR pixels, Beitr. Phys. Atmos., 62, 165–171, 1989. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Kriebel, K. T., Gesell, G., Kästner, M., and Mannstein, H.: The cloud analysis tool APOLLO: Improvements and validation, Int. J. Remote Sens., 24(12), 2389–2408, 2003. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Krivacsy, Z., Hoffer, A., Sarvari, Z., Temesi, D., Baltensperger, U., Nyeki, S., Weingartner, E., Kleefeld, S.,and Jennings, S. G.: Role of organic and black carbon in the chemical composition of atmospheric aerosol at European background sites, Atmos. Environ., 35, 6231–6244, 2001. </mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple"> Kubatova, A., Vermeylen, R., Claeys, M., Cafmeyer, J., Maenhaut, W., Roberts, G., and Artaxo, P.: Carbonaceous aerosol characterization in the Amazon basin, Brazil: novel dicarboxylic acids and related compounds, Atmos. Environ., 34, 5037–5051, 2000. </mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple"> Lahoz, W. A., Errera, Q., Swinbank, R., and Fonteyn, D.: Data assimilation of stratospheric constituents: a review, Atmos. Chem. Phys., 7, 5745–5773, doi:10.5194/acp-7-5745-2007, 2007a. </mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple"> Lahoz, W. A., Geer, A. J., Bekki, S., Bormann, N., Ceccherini, S., Elbern, H., Errera, Q., Eskes, H. J., Fonteyn, D., Jackson, D. R., Khattatov, B., Marchand, M., Massart, S., Peuch, V.-H., Rharmili, S., Ridolfi, M., Segers, A., Talagrand, O., Thornton, H. E., Vik, A. F., and von Clarmann, T.: The Assimilation of Envisat data (ASSET) project, Atmos. Chem. Phys., 7, 1773–1796, doi:10.5194/acp-7-1773-2007, 2007b. </mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple"> Lamarque, J. F., Khattatov, B. V., Gille, J. C., and Brasseur, G. P.: Assimilation of measurements of air pollution from space (MAPS) CO in a global three-dimensional model, J. Geophys. Res., 104(D21), 26209–26218, 1999. </mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple"> Lang, Q., Zhang, Q., and Jaffe, R.: Organic aerosols in the Miami area, USA: temporal variability of atmospheric particles and wet/dry deposition, Chemosphere, 47, 427–441, 2002. </mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple"> Levelt, P. F., Khattatov, B. V., Gille, J. C., Brasseur, G. P., Tie, X. X., and Waters, J. W.: Assimilation of MLS ozone measurements in the global three-dimensional chemistry transport model ROSE, Geophys. Res. Lett., 25(24), 4493–4496, 1998. </mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple"> Levy, R. C., Remer, L. A., Kleidman, R. G., Mattoo, S., Ichoku, C., Kahn, R., and Eck, T. F.: Global evaluation of the Collection 5 MODIS dark-target aerosol products over land, Atmos. Chem. Phys. Discuss., 10, 14815–14873, doi:10.5194/acpd-10-14815-2010, 2010. </mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple"> Limbeck, A., Puxbaum, H., Otter, L., and Scholes, M. C.: Semivolatile behaviour of dicarboxylic acids and other polar organic species at a rural background site (Nylsvley, RSA), Atmos. Environ., 35, 1853–1862, 2001. </mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, D. C. and Nocedal, J.: On the limited memory BFGS method for large scale optimization, Math. Programm., 45, 503–528, 1989. </mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple"> Loader, A., Mooney, D., and Coghlan, M.: UK Smoke and Sulphur Dioxide Network 2003, Report Nr. AEAT/ENV/R/1900/Issue 1, Juli 2005, AEA Technology plc., Netcen devision, Harwell Business Centre, Didcot, Oxon, OX11 0QJ, UK, 2005. </mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple"> Lorenc, A.: A global three-dimensional multivariate statistical \mboxinterpolation scheme, Mon. Weather Rev., 109, 701–721, 1986. </mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple"> Martynenko, D., Schroedter-Homscheidt, M., Elbern, H., and Holzer-Popp, T.: Understanding the aerosol information content in multi-spectral reflectance measurements using a synergetic retrieval algorithm, Atmos. Meas. Tech., under review, 2010. </mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple"> Memmesheimer, M., Hass, H., Tippke, J., and Ebel, A.: Modeling of episodic emission data for Europe with the EURAD emission model EEM, in: Proceedings of the International Speciality Conference Regional Photochemical Measurement and Modeling Studies, vol. 2, edited by: Ranzieri, A. and Solomon, P., Air and Waste Management Association, San Diego, USA, 495–499, 1995. </mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple"> Memmesheimer, M., Friese, E., Ebel, A., Jakobs, H.J., Feldmann, H., Kessler, C., and Piekorz, G.: Long-Term Simulations of Particulate Matter in Europe on different scales using sequential nesting of a regional model, Journal of Environment and Pollution, 22(1–2), 108–132, 2004. </mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple"> Meloni, D., di Sarra, A., Biavati, G., De Luisi, J. J., Monteleone, F., Pace, G., Piacentino, S., and Sferlazuzo, D. M.: Seasonal behavior of Saharan dust events at the Mediterranean Island of Lampedusa in the period 1999–2005, Atmos. Environ., 41, 3041–3056, 2007. </mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple"> Monahan, E. C., Spiel, D. E., Davidson, and K. L.: Oceanic Whitecaps, edited by: Monahan, E. C., Mac Niocaill, G., Reidel, D., 167–174, 1986. </mixed-citation>
</ref>
<ref id="ref65">
<label>65</label><mixed-citation publication-type="other" xlink:type="simple"> Nickovich, S., A. Papadopoulos, O. Kakaliagou, and Kallos, G.: Model for prediction of desert dust cycle in the atmosphere, J. Geophys. Res., 106, 18113–18130, 2001. </mixed-citation>
</ref>
<ref id="ref66">
<label>66</label><mixed-citation publication-type="other" xlink:type="simple"> Niu, T., Gong, S. L., Zhu, G. F., Liu, H. L., Hu, X. Q., Zhou, C. H., and Wang, Y. Q.: Data assimilation of dust aerosol observations for the CUACE/dust forecasting system, Atmos. Chem. Phys., 8, 3473–3482, doi:10.5194/acp-8-3473-2008, 2008. </mixed-citation>
</ref>
<ref id="ref67">
<label>67</label><mixed-citation publication-type="other" xlink:type="simple"> Ouimette, J.R., Flagan, R.C.: The extinction coefficient of multicomponent aerosols, Atmos. Environ., 16(10), 2405-2419, 1982 </mixed-citation>
</ref>
<ref id="ref68">
<label>68</label><mixed-citation publication-type="other" xlink:type="simple"> Papayannis, A., Amiridis, V., Mona, L., Tsaknakis, G., Balis, D., Bösenberg, J., Chaikovski, A., De Tomasi, F., Grigorov, I., Mattis, I., Mitev, V., Müller, D., Nickovic, S., Perez, C., Pietruczuk, A., Pisani, G., Ravetta, F., Rizi, V., Sicard, M., Trickl, T., Wiegner, M., Gerding, M., Mamouri, R. E., D&apos;Amico, G., and Pappalardo, G.: Systematic lidar observations of Saharan dust over Europe in the frame of EARLINET (2000–2002), J. Geophys. Res., 113, D10204, doi:10.1029/2007JD009028, 2008. </mixed-citation>
</ref>
<ref id="ref69">
<label>69</label><mixed-citation publication-type="other" xlink:type="simple"> Pio, C., Alves, C., and Duarte, A.: Organic components of aerosols in a forested area of central Greece, Atmos. Environ., 35, 389–401, 2001. </mixed-citation>
</ref>
<ref id="ref70">
<label>70</label><mixed-citation publication-type="other" xlink:type="simple"> Rasch, P. J., Barth, M. C., Kiehl, J. T., Schwartz, S. E., and Benkovitz, C. M.: A description of the global sulfur cycle and its controlling processes in the National Center for Atmospheric Research Community climate Model, Version 3, J. Geophys. Res., 105, 1367–1385, 2000. </mixed-citation>
</ref>
<ref id="ref71">
<label>71</label><mixed-citation publication-type="other" xlink:type="simple"> Rasch, P. J., Collins, W. D., and Eaton, B. E.: Understanding the Indian Ocean Experiment (INDOEX) aerosol distributions with an aerosol assimilation, J. Geophys. Res., 106(D7), 7337–7355, 2001. </mixed-citation>
</ref>
<ref id="ref72">
<label>72</label><mixed-citation publication-type="other" xlink:type="simple"> Rasch, P. J., Mahowald, N. M., and Eaton, B. E.: Representations of transport, convection, and the hydrologic cycle in chemical transport models: Implications for the modeling of short-lived and soluble species, J. Geophys. Res., 102(28), 28127–28138, 1997. </mixed-citation>
</ref>
<ref id="ref73">
<label>73</label><mixed-citation publication-type="other" xlink:type="simple"> Roehrl, A. and Lammel, G.: Low-Molecular weight dicarboxylic acids and glyoxylic acid: seasonal and air mass characteristics, Environ. Sci. Technol., 35, 95–101, 2001. </mixed-citation>
</ref>
<ref id="ref74">
<label>74</label><mixed-citation publication-type="other" xlink:type="simple"> Sartelet, K. N., Debry, E., Fahey, K., Roustan, Y., Tombette, M., and Sportisse, B.: Simulation of aerosols and gas-phase species over Europe with the POLYPHEMUS system – Part 1: Model-to-data comparison for 2001, Atmos. Environ., 41, 6116–6131, 2007. </mixed-citation>
</ref>
<ref id="ref75">
<label>75</label><mixed-citation publication-type="other" xlink:type="simple"> Saxena, P., Hildemann, L. M., McMurry, P. H., and Seinfeld, J. H.: Organics alter hygroscopic behaviour of atmospheric particles, J. Geophys. Res., 100(D9), 18755–18770, 1995. </mixed-citation>
</ref>
<ref id="ref76">
<label>76</label><mixed-citation publication-type="other" xlink:type="simple"> Schell, B., Ackermann, I. J., Hass, H., Binkowski, F. S., and Ebel, A.: Modeling the formation of secondary organic aerosol within a comprehensive air quality model system, J. Geophys. Res., 106(D22), 28275–28293, 2001. </mixed-citation>
</ref>
<ref id="ref77">
<label>77</label><mixed-citation publication-type="other" xlink:type="simple"> Schnaiter, M., Horvath, H., Möhler, O., Naumann, K.-H., Saathoff, H., and Schöck, O. W.: UV-VIS-NIR spectral optical properties of soot and soot-containing aerosols, J. Aerosol Sci., 34, 1421–1444, 2003. </mixed-citation>
</ref>
<ref id="ref78">
<label>78</label><mixed-citation publication-type="other" xlink:type="simple"> Schroedter-Homscheidt, M.: Beobachtungsoperator zur Assimilation satelliten-basierter Messungen verschiedener Aerosoltypen in ein Chemie-Transportmodell, PhD thesis, Universität zu Köln, Germany, 2009. </mixed-citation>
</ref>
<ref id="ref79">
<label>79</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, John Wiley &amp; Sons, New York, USA, 1998. </mixed-citation>
</ref>
<ref id="ref80">
<label>80</label><mixed-citation publication-type="other" xlink:type="simple"> Tegen, I. and Fung, I.: Modeling of mineral dust in the atmosphere: Sources, transport, and optical thickness, J. Geophys. Res., 99(D11), 22897–22914, 1994. </mixed-citation>
</ref>
<ref id="ref81">
<label>81</label><mixed-citation publication-type="other" xlink:type="simple"> Tegen, I. Hollrig, P., Chin, M., Fung, I., Jacob, D., and Penner, J.: Contribution of different aerosol species to the global aerosol extinction optical thickness: Estimates from model results, J. Geophys. Res., 102(D20), 23895–23915, 1997. </mixed-citation>
</ref>
<ref id="ref82">
<label>82</label><mixed-citation publication-type="other" xlink:type="simple"> Tsapakis, M., Lagoudaki, E., Stephanou, E. G., Kavouras, I. G., Koutrakis, P., Oyola, P., and von Baer, D.: The composition and sources of PM$_2.5$ organic aerosol in two urban areas of Chile, Atmos. Environ., 36, 3851–3863, 2002. </mixed-citation>
</ref>
<ref id="ref83">
<label>83</label><mixed-citation publication-type="other" xlink:type="simple"> Van Loon, M., Builtjes, P. J., and Segers, A.: Data assimilation of ozone in the atmospheric transport chemistry model LOTOS, Env. Mod. and Softw., 15, 603–609, 2000. </mixed-citation>
</ref>
<ref id="ref84">
<label>84</label><mixed-citation publication-type="other" xlink:type="simple"> Van Velthoven, P., Builtjes, P., and Schaap, M.: An assessment of assimilation techniques presently available, as well as an assessment of the requirements for a fully functional aerosol assimilation system, deliverable report D21 of EU DAEDALUS project, availble at: http://www-loa.univ-lille1.fr/Daedalus/Daedalus/index.html, 2004. </mixed-citation>
</ref>
<ref id="ref85">
<label>85</label><mixed-citation publication-type="other" xlink:type="simple"> Vautard, R., Builtjes, P.H., Thunis, P., Cuvelier, C., Bedogni, M., Bessagnet, B., Honore, C., Moussiopoulus, N., Pirovano, G., Schaap, M., Stern, R., Tarrasón, L., and Wind, P.: Evaluation and intercomparison of Ozone and PM$_10$ simulations by several chemistry transport models over four European cities within the CityDelta project, Atmos. Environ., 41, 173–188, 2007. </mixed-citation>
</ref>
<ref id="ref86">
<label>86</label><mixed-citation publication-type="other" xlink:type="simple"> Verver, G. H. L., Henzing, J. S., De Leeuw, G., Robles-Gonzalez, C., van and Velthoven, P. F. J.: Aerosol retrieval and assimilation (ARIA), final report, KNMI publication 200, ISBN 90-369-2223-2, 2002. Wang, G., Niu, S., Liu, C., and Wang, L.: Identification of dicarboxylic acids and aldehydes of PM$_10$ and PM$_2.5$ aerosols in Nanjing, China, Atmos. Environ., 36, 1941–1950, 2002. </mixed-citation>
</ref>
<ref id="ref87">
<label>87</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, J., Christopher, S. A., Reid, J. S., Maring, H., Savoie, D., Holben, B. H., Livingston, J. M., Russell, P., and Yang, S. K.: GOES 8 retrieval of dust aerosol optical thickness over the Atlantic Ocean during PRIDE, J. Geophys. Res., 108, doi:10.1029/2002JD002494, 2003. </mixed-citation>
</ref>
<ref id="ref88">
<label>88</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, J., Nair, U. S., and Christopher, S. A.: Assimilation of satellite-derived aerosol optical thickness and online integration of aerosol radiative effects in a mesoscale model, 13th Conference on Satellite Meteorology and Oceanography, 20–23 September 2004, Norfolk, USA, 2004a. </mixed-citation>
</ref>
<ref id="ref89">
<label>89</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, J., Nair, U., and Christopher, S.: GOES-8 aerosol optical thickness assimilation in a mesoscale model: Online integration of aerosol radiative effects, J. Geophys. Res., 109, D23203, doi:2004JD004827, 2004b. </mixed-citation>
</ref>
<ref id="ref90">
<label>90</label><mixed-citation publication-type="other" xlink:type="simple"> Warscheid, B. and Hoffmann, T.: On-line measurements of alpha-pinene ozonolysis products using an atmospheric pressure chemical ionisation ion-trap mass spectrometer, Atmos. Environ., 35, 2927–2940, 2001. </mixed-citation>
</ref>
<ref id="ref91">
<label>91</label><mixed-citation publication-type="other" xlink:type="simple"> Weaver, A. and Courtier, P.: Correlation modelling on the sphere using a generalized diffusion equation, Q. J. Roy. Meteor. Soc., 127, 1815–1846, 2001. </mixed-citation>
</ref>
<ref id="ref92">
<label>92</label><mixed-citation publication-type="other" xlink:type="simple"> Whitby, K. T. and Sverdrup, G. M.: California aerosols: Their physical and chemical characteristics, Adv. Environ. Sci. Technol., 10, 477–517, 1973. </mixed-citation>
</ref>
<ref id="ref93">
<label>93</label><mixed-citation publication-type="other" xlink:type="simple"> Yassaa, N., Meklati, B. Y., Cecinato, A., and Marino, F.: Chemical characteristics of organic aerosol in Bab-Ezzouar (Algiers), Contribution of bituminous product manufacture, Chemosphere, 45, 315–322, 2001. </mixed-citation>
</ref>
<ref id="ref94">
<label>94</label><mixed-citation publication-type="other" xlink:type="simple"> Yu, H., Dickinson, R. E., Chin, M., Kaufman, Y. J., Holben, B. N., Geogdzhayev, I. V., and Mishchenko, M. I.: Annual cycle of global distributions of aerosol optical depth from integration of MODIS retrievals and GOCART model simulations, J. Geophys. Res., 108(D3), 4128, doi:10.1029/2002JD002717, 2003. </mixed-citation>
</ref>
<ref id="ref95">
<label>95</label><mixed-citation publication-type="other" xlink:type="simple"> Yu, S.: Role of organic acids (formic, acetic, pyruvic and oxalic) in the formation of cloud condensation nuclei (CCN): a review, Atmos. Res., 53, 185–217, 2000. </mixed-citation>
</ref>
</ref-list>
</back>
</article>