<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.atmos-chem-phys.net/inc/acp/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Atmospheric Chemistry and Physics</journal_title>
		<journal_url>www.atmos-chem-phys.net</journal_url>
		<issn>1680-7316</issn>
		<eissn>1680-7324</eissn>
		<volume_number>7</volume_number>
		<issue_number>8</issue_number>
		<publication_year>2007</publication_year>
	</journal>
	<doi>10.5194/acp-7-2073-2007</doi>
	<article_url>http://www.atmos-chem-phys.net/7/2073/2007/</article_url>
	<abstract_html>http://www.atmos-chem-phys.net/7/2073/2007/acp-7-2073-2007.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys.net/7/2073/2007/acp-7-2073-2007.pdf</fulltext_pdf>
	<start_page>2073</start_page>
	<end_page>2090</end_page>
	<publication_date>2007-04-26</publication_date>
	<article_title content_type="html">Evaluation of a global aerosol microphysics model against size-resolved particle statistics in the marine atmosphere</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>D. V. Spracklen</name>
			<email>dominick@env.leeds.ac.uk</email>
		</author>
		<author numeration="2" affiliations="1,3">
			<name>K. J. Pringle</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>K. S. Carslaw</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>G. W. Mann</name>
		</author>
		<author numeration="5" affiliations="1">
			<name>P. Manktelow</name>
		</author>
		<author numeration="6" affiliations="2">
			<name>J. Heintzenberg</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Institute for Atmospheric Science, School of Earth and Environment, University of Leeds, UK</affiliation>
		<affiliation numeration="2" content_type="html">Leibniz-Institute for Tropospheric Research, Permoserstr., 04318 Leipzig, Germany</affiliation>
		<affiliation numeration="3" content_type="html">now at: Met Office, Hadley Centre, Exeter, UK</affiliation>
	</affiliations>
	<abstract content_type="html">A statistical synthesis of marine aerosol measurements from
experiments in four different oceans is used to evaluate a global
aerosol microphysics model (GLOMAP). We compare the model against
observed size resolved particle concentrations, probability
distributions, and the temporal persistence of different size
particles. We attempt to explain the observed sub-micrometre size
distributions in terms of sulfate and sea spray and quantify the
possible contributions of anthropogenic sulfate and carbonaceous
material to the number and mass distribution.  The model predicts a
bimodal size distribution that agrees well with observations as a
grand average over all regions, but there are large regional
differences. Notably, observed Aitken mode number concentrations are
more than a factor 10 higher than in the model for the N Atlantic but
a factor 7 lower than the model in the NW Pacific. We also find that
modelled Aitken mode and accumulation mode geometric mean diameters
are generally smaller in the model by 10&amp;ndash;30%. Comparison with
observed free tropospheric Aitken mode distributions suggests that the
model underpredicts growth of these particles during descent to the
marine boundary layer (MBL). Recent observations of a substantial organic component of free
tropospheric aerosol could explain this discrepancy. We find that
anthropogenic continental material makes a substantial contribution to
N Atlantic MBL aerosol, with typically 60&amp;ndash;90% of sulfate across the
particle size range coming from anthropogenic sources, even if we
analyse air that has spent an average of &amp;gt;120 h away from
land. However, anthropogenic primary black carbon and organic carbon
particles (at the emission size and quantity assumed here) do not
explain the large discrepancies in Aitken mode number. Several
explanations for the discrepancy are suggested. The lack of lower
atmospheric particle formation in the model may explain low N Atlantic
particle concentrations. However, the observed and modelled particle
persistence at Cape Grim in the Southern Ocean, does not reveal a
diurnal cycle consistent with a photochemically driven local particle
source. We also show that a physically based cloud drop activation
scheme better explains the observed change in accumulation mode
geometric mean diameter with particle number.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Adams, P. and Seinfeld, J.: Predicting global aerosol size distributions in general circulation models, J. Geophys. Res.-Atmos., 107, 4370, doi:10.1029/2001JD001010, 2002. </reference>
		<reference numeration="2" content_type="text"> Adams, P. and Seinfeld, J.: Disproportionate impact of particulate emissions on global cloud condensation nuclei concentrations, Geophys. Res. Lett., 30(5), 1239, doi:10.1029/2002GL016303, 2003. </reference>
		<reference numeration="3" content_type="text"> Andres, R. and Kasgnoc, A.: A time-averaged inventory of subaerial volcanic sulfur emissions, J. Geophys. Res.-Atmos., 103, 25 251&amp;ndash;25 261, 1998. </reference>
		<reference numeration="4" content_type="text"> Bates, T., Huebert, B., Gras, J., Griffiths, F., and Durkee, P.: International Global Atmospheric Chemistry (IGAC) project&apos;s first Aerosol Characterization Experiment (ACE 1): Overview, J. Geophys. Res.-Atmos., 103, 16 297&amp;ndash;16 318, 1998a. </reference>
		<reference numeration="5" content_type="text"> Bates, T., Kapustin, V., Quinn, P., Covert, D., Coffman, D., Mari, C., Durkee, P., De~Bruyn, W., and Saltzman, E.: Processes controlling the distribution of aerosol particles in the lower marine boundary layer during the First Aerosol Characterization Experiement (ACE 1), J. Geophys. Res.-Atmos., 103, 16 369&amp;ndash;16 383, 1998b. </reference>
		<reference numeration="6" content_type="text"> Bates, T., Quinn, P., Coffman, D., Johnson, J., Miller, T., Covert, D., Wiedensohler, A., Leinert, S., Nowark, A., and Neususs, C.: Regional physical and chemical properties of the marine boundary layer aerosol across the Atlantic during Aerosols99: An overview, J. Geophys. Res.-Atmos., 106, 20 767&amp;ndash;20 782, 2001. </reference>
		<reference numeration="7" content_type="text"> Bates, T S., Coffman, D., Covert, D S., and Quinn, P.: Regional marine boundary layer aerosol size distributions in the Indian, Atlantic, and Pacific Oceans: A comparison of INDOEX measurements with ACE-1, ACE-2, and Aerosols99, J. Geophys. Res.-Atmos., 2002. </reference>
		<reference numeration="8" content_type="text"> Benkovitz, C., Scholtz, M., Pacyna, J., Tarrasón, L., Dignon, J., Voldner, E., Spiro, P., Logan, J., and Graedel, T.: Global gridded inventories of anthropogenic emissions of sulfur and nitrogen, J. Geophys. Res.-Atmos., 101, 29 239&amp;ndash;29 253, 1996. </reference>
		<reference numeration="9" content_type="text"> Bigg, E., Gras, J., and Mossop, D.: Wind-produced submicron particles in the marine atmosphere, Atmos. Res., 36, 55&amp;ndash;68, 1995. </reference>
		<reference numeration="10" content_type="text"> Bigg, E., Leck, C., and Tranvik, L.: Particulates of the surface microlayer of open water in the central Arctic Ocean in summer, Mar. Chem., 91, 131&amp;ndash;141, 2004. </reference>
		<reference numeration="11" content_type="text"> Bond, T., Streets, D., Yarber, K., Nelson, S., Woo, J.-H., and Klimont, Z.: A technology-based global inventory of black and organic carbon emissions from combustion, J. Geophys. Res.-Atmos., 109, doi:10.1029/2003JD003697, 2004. </reference>
		<reference numeration="12" content_type="text"> Capaldo, K., Kasibhatla, P., and Pandis, S.: Is aerosol production within the marine boundary layer sufficient to maintain observed concentrations?, J. Geophys. Res. - Atmos., 104, 3483&amp;ndash;3500, 1999. </reference>
		<reference numeration="13" content_type="text"> Chin, M., Jacob, D., Gardner, G., Foreman-Fowler, M., Spiro, P., and Savoie, D.: A global three-dimensional model of tropospheric sulfate, J. Geophys. Res.-Atmos., 101, 18 667&amp;ndash;18 690, 1996. </reference>
		<reference numeration="14" content_type="text"> Chin, M., Rood, R., Lin, S.-J., Müller, J.-F., and Thompson, A.: Atmospheric sulfur cycle simulated in the global model GOCART: Model description and global properties, J. Geophys. Res.-Atmos., 105, 24 671&amp;ndash;24 687, 2000. </reference>
		<reference numeration="15" content_type="text"> Chipperfield, M.: New Version of the TOMCAT/SLIMCAT off-line chemical transport model: Intercomparison of stratospheric tracer experiments, Q. J. R. Meteorol. Soc., 132(617), 1179&amp;ndash;1203, doi:10.1256/qj.05.51, 2006. </reference>
		<reference numeration="16" content_type="text"> Chipperfield, M., Cariolle, D., Simon, P., Ramaroson, R., and Lary, D.: A three-dimensional modeling study of trace species in the Arctic lower stratosphere during winter 1989&amp;ndash;90, J. Geophys. Res.-Atmos., 98, 7199&amp;ndash;7218, 1993. </reference>
		<reference numeration="17" content_type="text"> Clarke, A. and Kapustin, V.: A Pacific Aerosol Survey. Part I: A Decade of Data on Particle Production, Transport, Evolution, and Mixing in the Troposphere, J. Atmos. Sci., 59, 363&amp;ndash;382, 2002. </reference>
		<reference numeration="18" content_type="text"> Clarke, A., Davis, D., Kapustin, V., Eisele, F., Chen, G., Paluch, I., Lenschow, D., Bandy, A., Thornton, D., Moore, K., Mauldin, L., Tanner, D., Litchy, M., Carroll, M., Collins, J., and Albercook, G.: Particle Nucleation in the Tropical Boundary Layer and Its Coupling to Marine Sulfur Sources, Science, 282, 89&amp;ndash;92, 1998. </reference>
		<reference numeration="19" content_type="text"> Clarke, A., Owens, S., and Zhou, J.: An ultrafine sea-salt flux from breaking waves: Implications for cloud condensation nuclei in the remote marine atmosphere, J. Geophys. Res.-Atmos., 111, D06202, doi:10.1019/2005JD006565, 2006. </reference>
		<reference numeration="20" content_type="text"> Covert, D., Kapustin, V., Quinn, P., and Bates, T.: New Particle Formation in the Marine Boundary Layer, J. Geophys. Res.-Atmos., 97, 20 581&amp;ndash;20 589, 1992. </reference>
		<reference numeration="21" content_type="text"> Covert, D., Kapustin, V., Bates, T., and Quinn, P.: Physical properties of marine boundary layer aerosol particles of the mid-Pacific in relation to sources and meteorological transport, J. Geophys. Res.-Atmos., 101, 6919&amp;ndash;6930, 1996. </reference>
		<reference numeration="22" content_type="text"> Covert, D., Gras, J., Wiedensohler, A., and Stratmann, F.: Comparison of directly measured CCN with CCN modeled from the number-size distribution in the marine boundary layer during ACE 1 at Cape Grim, Tasmania, J. Geophys. Res.-Atmos., 103, 16 597&amp;ndash;16 608, 1998. </reference>
		<reference numeration="23" content_type="text"> Dentener, F., Kinne, S., Bond, T., Boucher, O Cofala, J., Generoso, S., Ginoux, P., Gong, S., Hoelzemann, J., Ito, A., Marelli, L., Penner, J., Putaud, J.-P., Textor, C., Schulz, M., van~der Werf, M., and Wilson, J.: Emissions of primary aerosol and precursor gases in the years 2000 and 1750 prescribed data-sets for AeroCom, Atmos. Chem. Phys., 6, 4321&amp;ndash;4344, 2006. </reference>
		<reference numeration="24" content_type="text"> Easter, R., Ghan, S., Zhang, Y., Saylor, R., Chapman, E., Laulainen, N., Abdul-Razzak, H., Leung, L., Bian, X., and Zaveri, R.: MIRAGE: Model description and evaluation of aerosols and trace gases, J. Geophys. Res.- Atmos., 109, D20210, doi:10.1029/2004JD004571, 2004. </reference>
		<reference numeration="25" content_type="text"> Fitzgerald, J.: Marine aerosols: A review, Atmos. Environ., 25, 533&amp;ndash;545, 1991. </reference>
		<reference numeration="26" content_type="text"> Geever, M., O&apos;Dowd, C., van Ekeren, S., Flanagan, R., Nilsson, E., and de~Leeuw~G, Rannik, U.: Submicron sea spray fluxes, Geophys. Res. Lett., 32, doi:10.1029/2005GL023 081, 2005. </reference>
		<reference numeration="27" content_type="text"> Ghan, S., Easter, R., Hudson, J., and Breon, F.-M.: Evaluation of aerosol indirect radiative forcing in MIRAGE, J. Geophys. Res.-Atmos., 106, 5317&amp;ndash;5334, 2001. </reference>
		<reference numeration="28" content_type="text"> Gong, S.: A parameterization of sea-salt aerosol source function for sub- and super-micron particles, Global Biogeochem. Cycles, 17, 1097&amp;ndash;1103, 2003. </reference>
		<reference numeration="29" content_type="text"> Gong, S., Barrie, L., and Lazare, M.: Canadian Aerosol Module (CAM): A size-segregated simulation of atmospheric aerosol processes for climate and air quality models, 2. Global sea-salt and its budgets, J. Geophys. Res.-Atmos., 107, 4479, doi:10.1029/2001JD002004, 2002. </reference>
		<reference numeration="30" content_type="text"> Gong, S., Barrie, L., Blanchet, J.-P., von Salzen, K., Lohmann, U., Lesins, G., Spacek, L., Zhang, L., Girard, E., Lin, H., Leaitch, R., Leighton, H., Chylek, P., and Huang, P.: Canadian Aerosol Module: A size-segregated simulation of atmospheric aerosol processes for climate and air quality models 1. Module development, J. Geophys. Res.-Atmos., 108, 4007, doi:10.1029/2001JD002002, 2003. </reference>
		<reference numeration="31" content_type="text"> Heald, C., Jacob, D., Park, R., Russell, L. annd~Huebert, B., Seinfeld, J., Liao, H., and Weber, R.: A large organic aerosol source in the free troposphere missing from current models, Geophys. Res. Lett., 32, doi:10.1029/2005GL023831, 2005. </reference>
		<reference numeration="32" content_type="text"> Heintzenberg, J. and Bigg, E.: Tropospheric transport of trace substances in the southern hemisphere, Tellus, 42B, 355&amp;ndash;363, 1990. </reference>
		<reference numeration="33" content_type="text"> Heintzenberg, J., Covert, D., and Van~Dingenen, R.: Size distribution and chemical composition of marine aerosols: a compilation and review, Tellus, Ser. B, 52B, 1104&amp;ndash;1122, 2000. </reference>
		<reference numeration="34" content_type="text"> Heintzenberg, J., Birmili, W., Wiedensohler, A., Nowak, A., and Tuch, T.: Structure, variability and persistence of the submicrometre marine aerosol, Tellus, Ser. B, 56B, 357&amp;ndash;367, 2004. </reference>
		<reference numeration="35" content_type="text"> Heintzenberg, J., Leck, C., Birmili, W., Wehner, B., Tjernström, M., and Wiedensohler, A.: Aerosol number-size distributions during clear and fog periods in the summer high Arctic, Tellus, 58B, 41&amp;ndash;50, 2006. </reference>
		<reference numeration="36" content_type="text"> Herzog, M., Weisenstein, D., and Penner, J.: A dynamic aerosol module for global chemical transport models: Model description, J. Geophys. Res.-Atmos., 109, D18202, doi:10.1029/2003JD004405, 2004. </reference>
		<reference numeration="37" content_type="text"> Holtslag, A. and Boville, B.: Local versus nonlocal boundary layer diffusion in a globl climate model, J. Clim., 6, 1825&amp;ndash;1842, 1993. </reference>
		<reference numeration="38" content_type="text"> Huebert, B., Bates, T., Russell, P., Shi, G., KIm, Y., and Kawamura, K.: An overview of ACE Asia: Strategies for quantifying the relationships between Asian aerosols and their climatic impacts, J. Geophys. Res.-Atmos., 108(D23), 8633, doi:10.1029/2003JD003550, 2003. </reference>
		<reference numeration="39" content_type="text"> Katoshevski, D., Nenes, A., and Seinfeld, J.: A study of processes that govern the maintenance of aerosols in the marine boundary layer, J. Aerosol Sci., 30, 503&amp;ndash;532, 1999. </reference>
		<reference numeration="40" content_type="text"> Kettle, A., Andreae, M., Amouroux, D., Andreae, T., Bates, T., Berresheim, H., Bingemer, H., Boniforti, R., Curran, M., DiTullio, G., Helas, G., Jones, G., Keller, M., Kiene, R., Leck, C., Levasseur, M., Malin, G., Maspero, M., Matrai, P., McTaggart, A., Mihalopoulos, N., Nguyen, B., Novo, A., Putaud, J., Rapsomanikis, S., Roberts, G., Schebeske, G., Sharma, S., Simö, R., Staubes, R., Turner, S., and Uher, G.: A global database of sea surface dimethylsulfide (DMS) measurements and a procedure to predict sea surface DMS as a function of latitude, longitude and month, Global Biogeochemical Cycles, 13, 399&amp;ndash;444, 1999. </reference>
		<reference numeration="41" content_type="text"> Koch, D., Jacob, D., Tegen, I., Rind, D., and Chin, M.: Tropospheric sulfur simulation and sulfate direct radiative forcing in the Goddard Institute for Space Studies general circulation model, J. Geophys. Res.-Atmos., 104, 23 799&amp;ndash;23 822, 1999. </reference>
		<reference numeration="42" content_type="text"> Kreidenweis, S., Penner, J., Yin, F., and Seinfeld, J.: The effects of dimethylsulfide upon marine aerosol concentrations, Atmospheric Environment Part A - General Topics, 25, 2501&amp;ndash;2511, 1991. </reference>
		<reference numeration="43" content_type="text"> Kulmala, M., Laaksonen, A., and Pirjola, L.: Parameterizations for sulfuric acid/water nucleation rates, J. Geophys. Res.-Atmos., 103, 8301&amp;ndash;8307, 1998. </reference>
		<reference numeration="44" content_type="text"> Kulmala, M., Vehkamäki, H., Petajda, T., Dal~Maso, M., Lauri, A., Kerminen, V., Birmili, W., and McMurry, P.: Formation and growth rates of ultrafine atmospheric particles: a review of observations, J. Aerosol Sci., 35, 143&amp;ndash;176, 2004. </reference>
		<reference numeration="45" content_type="text"> Lauer, A. and Hendricks, J.: Simulating aerosol microphysics with the ECHAM4/MADE GCM &amp;ndash; Part II: Results from a first multiannual simulation of the submicrometer aerosol, Atmos. Chem. Phys., 6, 5495&amp;ndash;5513, 2006. </reference>
		<reference numeration="46" content_type="text"> Lauer, A., Hendricks, J., Ackermann, I., Schell, B., Hass, H., and Metzger, S.: Simulating aerosol microphysics with the ECHAM/MADE GCM - Part I: Model description and comparison with observations, Atmos. Chem. Phys., 5, 3251&amp;ndash;3276, 2005. </reference>
		<reference numeration="47" content_type="text"> Leck, C. and Bigg, E.: Aerosol production over remote marine areas &amp;ndash; A new route, Geophys. Res. Lett., 23, 3577&amp;ndash;3581, 1999. </reference>
		<reference numeration="48" content_type="text"> Leck, C., Norman, M., Bigg, E., and Hillamo, R.: Chemical composition and sources of the high Arctic aerosol relevant for cloud formation, J. Geophys. Res.-Atmos., 107(D2), doi:10.1029/2001JD001463, 2002. </reference>
		<reference numeration="49" content_type="text"> Leck, C., Tjernstrom, M., Matrai, P., Swietlicki, E., and Bigg, K.: Can marine micro-organisms influence melting of the Arctic pack ice?, EOS, 85, 25&amp;ndash;36, 2004. </reference>
		<reference numeration="50" content_type="text"> Lewis, E. and Schwartz, S.: Sea Salt Aerosol Production: Mechanisms, Methods, Measurements, and Models &amp;ndash; A Critical Review, American Geophysical Union, Washington, 2004. </reference>
		<reference numeration="51" content_type="text"> Leck, C. and Bigg, E.: Source and evolution of the marine aerosol &amp;ndash; A new perspective, Geophys. Res. Lett., 32, L19803, doi:10.1029/2005GL023651, 2005a. </reference>
		<reference numeration="52" content_type="text"> Leck, C. and Bigg, E.: Biogenic particles in the surface microlayer and overlaying atmosphere in the central Arctic Ocean during summer, Tellus, 57B, 305&amp;ndash;316, 2005b. </reference>
		<reference numeration="53" content_type="text"> Lin, X., Chameides, W., Kiang, C., Stelson, A., and Berresheim, H.: A model study of the formation of cloud condensation nuclei in remote marine areas, J. Geophys. Res.-Atmos., 97, 18 161&amp;ndash;18 171, 1992. </reference>
		<reference numeration="54" content_type="text"> Liss, P. and Merlivat, L.: The Role of Air-Sea Exchange in Geochemical Cycling, chap. Air-sea gas exchange rates: Introduction and synthesis, 113&amp;ndash;127, D. Reidel, Norwell, Mass., 1986. </reference>
		<reference numeration="55" content_type="text"> Lohmann, U. and Leck, C.: Importance of submicron surface-active organic aerosols for pristine Arctic clouds, Tellus, 57B, 261&amp;ndash;268, 2005. </reference>
		<reference numeration="56" content_type="text"> Martensson, E., Nilsson, E., Leeuw, G., Cohen, L., and Hansson, H.: Laboratory simulations and parameterization of the primary marine aerosol production, J. Geophys. Res.-Atmos., 108(D9), 4297, doi:10.1029/2002JD002263, 2003. </reference>
		<reference numeration="57" content_type="text"> Meskhidze, N., Nenes, A., Conant, W., and Seinfeld, J.: Evaluation of a new cloud droplet activation parameterization with in situ data from CRYSTAL-FACE and CSTRIPE, J. Geophys. Res.-Atmos., 110, D16202, doi:10.1029/2004JD005703, 2005. </reference>
		<reference numeration="58" content_type="text"> Monahan, E., Spiel, D., and Davidson, K.: Oceanic Whitecaps, chap. A model of marine aerosol generation via whitecaps and wave disruption, 167&amp;ndash;174, D. Reidel, Norwell, Mass., 1986. </reference>
		<reference numeration="59" content_type="text"> Nenes, A. and Seinfeld, J.: Parameterisation of cloud droplet formation in global climate models, J. Geophys. Res.-Atmos., 108(D14), 4415, doi:10.1029/2002JD002911, 2003. </reference>
		<reference numeration="60" content_type="text"> Nilsson, E., Rannik, U., Swietlicki, E., Leck, C., Aalto, P., Zhou, J., and Norman, M.: Turbulent aerosol fluxes aver the Arctic Ocean: 2. Wind-driven sources from the sea, J. Geophys. Res.-Atmos., 106, 32 139&amp;ndash;32 154, 2001. </reference>
		<reference numeration="61" content_type="text"> O&apos;Dowd, C., Smith, M., Consterdine, I., and Lowe, J.: Marine aerosol, sea-salt, and the marine sulphur cycle: a short review, Atmos. Environ., 31, 73&amp;ndash;80, 1997. </reference>
		<reference numeration="62" content_type="text"> O&apos;Dowd, C., McFiggans, G., Creasey, D., Pirjola, L., Hoell, C., Smith, M., Allan, B., Plane, J., Heard, D., Lee, J., Pilling, M., and Kulmala, M.: On the photochemical production of new particles in the coastal boundary layer, Geophys. Res. Lett., 26, 1707&amp;ndash;1710, 1999. </reference>
		<reference numeration="63" content_type="text"> O&apos;Dowd, C., Facchini, M., Cavalli, F., Ceburnis, D., Mircea, M., Decesari, S., Fuzzi, S., Yoon, Y., and Putaud, J.: Biogenically driven organic contribution to marine aerosol, Nature, 431, 676&amp;ndash;680, 2004. </reference>
		<reference numeration="64" content_type="text"> Pandis, S., Russell, L., and Seinfeld, J.: The relationship between DMS flux and CCN concentration in remote marine regions, J. Geophys. Res.-Atmos., 99, 16 945&amp;ndash;19 957, 1994. </reference>
		<reference numeration="65" content_type="text"> Pawlowska, H. and Brenguier, J.: Microphysical properties of stratocumulus clouds during ACE 2, Tellus, 2000. </reference>
		<reference numeration="66" content_type="text"> Pierce, J. and Adams, P.: Global evaluation of CCN formation by direct emission of sea salt and growth of ultrafine sea salt, J. Geophys. Res.-Atmos., 111, D06203, doi:10.1029/2005JD006186, 2006. </reference>
		<reference numeration="67" content_type="text"> Pirjola, L., O&apos;Dowd, C., Brooks, I., and Kulmala, M.: Can new particle formation occur in the clean marine boundary layer?, J. Geophys. Res.-Atmos., 105, 26 531&amp;ndash;26 546, 2000. </reference>
		<reference numeration="68" content_type="text"> Prather, M.: Numerical Advection by Conservation of Second-Order Moments, J. Geophys. Res.-Atmos., 91, 6671&amp;ndash;6681, 1986. </reference>
		<reference numeration="69" content_type="text"> Raes, F.: Entrainment of free tropsospheric aerosols as a regulating mechanism for cloud condensation nuclei in the remote marine boundary layer, J. Geophys. Res.-Atmos., 100, 2893&amp;ndash;2903, 1995. </reference>
		<reference numeration="70" content_type="text"> Raes, F. and Van~Dingenen, R.: Simulations of condensation and cloud condenstaion nuclei from biogenic SO&lt;sub&gt;2&lt;/sub&gt; in the remote marine boundary-layer, J. Geophys. Res.-Atmos., 97, 12 901&amp;ndash;12 912, 1992. </reference>
		<reference numeration="71" content_type="text"> Raes, F., Wilson, J., and Van~Dingenen, R.: Aerosol Forcing of Climate, chap. Aerosol Dynamics and its Implication for the global aerosol climatology, pp. 153&amp;ndash;169, John Wiley and Sons, New York, 1995. </reference>
		<reference numeration="72" content_type="text"> Raes, F., Van~Dingenen, R., Cuevas, E., Van~Vaethoven, P., and Prospero, J.: Observations of aerosols in the free troposphere and marine boundary layer of the subtropical notheast Atlantic: Discussion of processes determining their size distribution, J. Geophys. Res.-Atmos., 102, 21 315&amp;ndash;21 328, 1997. </reference>
		<reference numeration="73" content_type="text"> Raes, F., Bates, T., McGovern, F., and Vanliedekerke, M.: The second Aerosol Characterization Experiment (ACE 2): General overview and main results, Tellus, 52, 111&amp;ndash;125, 2000. </reference>
		<reference numeration="74" content_type="text"> Ramanathan, V., Crutzen, P., Kiehl, J., and Rosenfeld, D.: Aerosols, climate, and the hydrological cycle, Science, 294, 2119&amp;ndash;2124, 2001. </reference>
		<reference numeration="75" content_type="text"> Rasch, P., Barth, M., Kiehl, J., Schwartz, S., and Benkovitz, C.: 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.-Atmos., 105, 1367&amp;ndash;1385, 2000. </reference>
		<reference numeration="76" content_type="text"> Rodriguez, M. A. and Dabdub, D.: IMAGES-SCAPE2: A modeling study of size- and chemically resolved aerosol thermodynamics in a global chemical transport model, J. Geophys. Res.-Atmos., 109, D02203, doi:10/1029/2003JD003639, 2004. </reference>
		<reference numeration="77" content_type="text"> Rossow, W. and Schiffer, R.: Advances in Understanding Clouds From ISCCP, Bulletin of the American Meteorological Society, 80, 2261&amp;ndash;2287, 1999. </reference>
		<reference numeration="78" content_type="text"> Russell, L., Pandis, S., and Seinfeld, J.: Aerosol production and growth in the marine boundary layer, J. Geophys. Res.-Atmos., 99, 20 989&amp;ndash;21 003, 1994. </reference>
		<reference numeration="79" content_type="text"> Russell, P. and Heintzenberg, J.: An overview of the ACE 2 Clear Sky Column Closure experiment (CLEARCOLUMN), Tellus, 52B, 463&amp;ndash;483, 2000. </reference>
		<reference numeration="80" content_type="text"> Spracklen, D., Pringle, K., Carslaw, K., Chipperfield, M., and Mann, G.: A global off-line model of size-resolved aerosol microphysics; I. Model development and prediction of aerosol properties, Atmos. Chem. Phys., 5, 2227&amp;ndash;2252, 2005a. </reference>
		<reference numeration="81" content_type="text"> Spracklen, D., Pringle, K., Carslaw, K., Chipperfield, M., and Mann, G.: A global off-line model of size-resolved aerosol microphysics; II. Identification of key uncertainties, Atmos. Chem. Phys., 5, 3233&amp;ndash;3250, 2005b. </reference>
		<reference numeration="82" content_type="text"> Spracklen, D., Carslaw, K., Kulmala, M., Kerminen, V.-M., Mann, G., and Sihto, S.-L.: The contribution of boundary layer nucleation events to total particle concentrations on regional and global scales, Atmos. Chem. Phys., 6, 7323&amp;ndash;7368, 2006. </reference>
		<reference numeration="83" content_type="text"> Stier, P., Feichter, J., Kinne, S., Kloster, S., Vignati, E., Wilson, J., Ganzeveld, L., Tegen, I., Werner, M., Balkanski, Y., Schulz, M., Boucher, O., Minikin, A., and Petzold, A.: The aerosol-climate ECHAM5-HAM, Atmos. Chem. Phys., 5, 1125&amp;ndash;1156, 2005. </reference>
		<reference numeration="84" content_type="text"> Stockwell, D. and Chipperfield, M.: A tropospheric chemical-transport model: Development and validation of the model transport schemes, Q. J. R. Meteorol. Soc., 125, 1747&amp;ndash;1783, 1999. </reference>
		<reference numeration="85" content_type="text"> Tang, Y., Carmichael, G., Kurata, G., Uno, I., Weber, R., Song, C.-H., Guttikunda, S., Woo, J.-H., ~, Streets, D., Wei, C., Clarke, A., Huebert, B., and Anderson, T.: Impacts of dust on regional tropospheric chemistry during the ACE-Asia experiment: A model study with observations, J. Geophys. Res.- Atmos., 109, D19s21, doi:10.1029/2003JD003806, 2004. </reference>
		<reference numeration="86" content_type="text"> Tiedtke, M.: A comprehensive mass flux scheme for cumulus parameterization in large scale models, Mon. Wea. Review, 117, 1779&amp;ndash;1800, 1989. </reference>
		<reference numeration="87" content_type="text"> Van~der Werf, G., Randerson, J., Collatz, G., and Giglio, L.: Carbon emissions from fires in tropical and subtropical ecosystems, Global Change Biology, 9, 547&amp;ndash;562, 2003. </reference>
		<reference numeration="88" content_type="text"> Van~Dingenen, R., Raes, F., and Jensen, N.: Evidence for anthropogenic impact on number concentration and sulfate content of cloud-processed aerosol particles over the North Atlantic, J. Geophys. Res.-Atmos., 100, 21 057&amp;ndash;21 067, 1995. </reference>
		<reference numeration="89" content_type="text"> Vehkamäki, H., Kulmala, M., Napari, I., Lehtinen, K., Timmreck, C., Noppel, M., and Laaksonen, A.: An improved parametrization for sulfuric acid-water nucleation rates for tropospheric and stratospheric conditions, J. Geophys. Res.-Atmos., 107, 4622&amp;ndash;4631, 2002. </reference>
		<reference numeration="90" content_type="text"> Verma, S., Boucher, O., Reddy, M., Upadhyaya, H., Le~Van, P., Binkowski, F., and Sharma, O.: Modeling and analysis of aerosol processes in an interactive chemistry general circulation model, J. Geophys. Res.-Atmos., 112, D03207, doi:10.1029/2005JD006077, 2007. </reference>
		<reference numeration="91" content_type="text"> Vignati, E., Wilson, J., and Stier, P.: M7: An efficient size-resolved aerosol microphysics module for large-scale aerosol transport models, J. Geophys. Res.-Atmos., 109, D22202, doi:10.1029/2003JD004485, 2004. </reference>
		<reference numeration="92" content_type="text"> Weber, R., McMurry, P., Eisele, F., and Tanner, D.: Measurement of expected nucleation precursor species and 3-500 nm diameter particles at Mauna Loa Observatory, Hawaii, J. Atmos. Sci., 52, 2242&amp;ndash;2256, 1995. </reference>
		<reference numeration="93" content_type="text"> Weber, R., McMurry, P., Mauldin, L., Tanner, D., Eisele, F., Brechtel, F., Kreidenweis, S., Kok, G., Schillawski, R., and Baumgardner, D.: A study of new particle formation and growth involving biogenic and trace gas species measured during ACE 1, J. Geophys. Res.-Atmos., 103, 16 385&amp;ndash;16 396, 1998. </reference>
		<reference numeration="94" content_type="text"> Wilson, J., Cuvelier, C., and Raes, F.: A modeling study of global mixed aerosol fields, J. Geophys. Res.-Atmos., 106, 34 081&amp;ndash;34 108, 2001. </reference>
		<reference numeration="95" content_type="text"> Zhou, J., Swietlicki, E., Berg, O., Aalto, P., Hameri, K., Nilsson, E., and Leck, C.: Hygroscopic properties of aerosol particles over the central Arctic Ocean during summer, J. Geophys. Res.-Atmos., 106, 32 111&amp;ndash;32 123, 2001. </reference>
	</references>
</article>

