<?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>9</volume_number>
		<issue_number>17</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/acp-9-6611-2009</doi>
	<article_url>http://www.atmos-chem-phys.net/9/6611/2009/</article_url>
	<abstract_html>http://www.atmos-chem-phys.net/9/6611/2009/acp-9-6611-2009.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys.net/9/6611/2009/acp-9-6611-2009.pdf</fulltext_pdf>
	<start_page>6611</start_page>
	<end_page>6632</end_page>
	<publication_date>2009-09-11</publication_date>
	<article_title content_type="html">The impact of MM5 and WRF meteorology over complex terrain on CHIMERE model calculations</article_title>
	<authors>
		<author numeration="1" affiliations="1,5">
			<name>A. de Meij</name>
			<email>a.demeij@cyi.ac.cy</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>A. Gzella</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>C. Cuvelier</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>P. Thunis</name>
		</author>
		<author numeration="5" affiliations="2">
			<name>B. Bessagnet</name>
		</author>
		<author numeration="6" affiliations="1">
			<name>J. F. Vinuesa</name>
		</author>
		<author numeration="7" affiliations="3">
			<name>L. Menut</name>
		</author>
		<author numeration="8" affiliations="4">
			<name>H. M. Kelder</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">European Commission – DG Joint Research Centre, Institute for Environment and Sustainability, 21020 Ispra, Italy</affiliation>
		<affiliation numeration="2" content_type="html">INERIS, Institut National de l&apos;Environnement industriel et des Risques, Parc Technologique ALATA, 60550 Verneuil-en-Halatte, France</affiliation>
		<affiliation numeration="3" content_type="html">Laboratoire de Météorologie Dynamique, Institut Pierre-Simon Laplace, Ecole Polytechnique, Palaiseau, France</affiliation>
		<affiliation numeration="4" content_type="html">Department of Applied Physics, Eindhoven University of Technology, Eindhoven, The Netherlands</affiliation>
		<affiliation numeration="5" content_type="html">now at: Energy, Environment and Water Research Centre, The Cyprus Institute, 20 Kavafi Street, 1645, Nicosia, Cyprus</affiliation>
	</affiliations>
	<abstract content_type="html">The objective of this study is to evaluate the impact of meteorological
input data on calculated gas and aerosol concentrations. We use two
different meteorological models (MM5 and WRF) together with the chemistry
transport model CHIMERE. We focus on the Po valley area (Italy) for January
and June 2005.
&lt;br&gt;&lt;br&gt;
Firstly we evaluate the meteorological parameters with observations. The
analysis shows that the performance of both models in calculating surface
parameters is similar, however differences are still observed.
&lt;br&gt;&lt;br&gt;
Secondly, we analyze the impact of using MM5 and WRF on calculated PM&lt;sub&gt;10&lt;/sub&gt; and
O&lt;sub&gt;3&lt;/sub&gt; concentrations. In general CHIMERE/MM5 and CHIMERE/WRF underestimate
the PMv concentrations for January. The difference in PM&lt;sub&gt;10&lt;/sub&gt; concentrations
for January between CHIMERE/MM5 and CHIMERE/WRF is around a factor 1.6 (PM&lt;sub&gt;10&lt;/sub&gt;
higher for CHIMERE/MM5). This difference and the larger underestimation in
PM&lt;sub&gt;10&lt;/sub&gt; concentrations by CHIMERE/WRF are related to the differences in heat
fluxes and the resulting PBL heights calculated by WRF. In general the PBL
height by WRF meteorology is a factor 2.8 higher at noon in January than
calculated by MM5. This study showed that the difference in microphysics
scheme has an impact on the profile of cloud liquid water (CLW) calculated
by the meteorological driver and therefore on the production of SO&lt;sub&gt;4&lt;/sub&gt;
aerosol.
&lt;br&gt;&lt;br&gt;
A sensitivity analysis shows that changing the Noah Land Surface Model (LSM)
in our WRF pre-processing for the 5-layer soil temperature model,
calculated monthly mean PMv concentrations increase by 30%, due to the
change in the heat fluxes and the resulting PBL heights.
&lt;br&gt;&lt;br&gt;
For June, PM&lt;sub&gt;10&lt;/sub&gt; calculated concentrations by CHIMERE/MM5 and CHIMERE/WRF are
similar and agree with the observations. Calculated O&lt;sub&gt;3&lt;/sub&gt; values for June
are in general overestimated by a factor 1.3 by CHIMERE/MM5 and CHIMERE/WRF.
High temporal correlations are found between modeled and observed O&lt;sub&gt;3&lt;/sub&gt;
concentrations.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Baertsch-Ritter, N., Prevot, A. S. H., Dommen, J., Andreani-Aksoyoglu, S., and Keller, J.: Model study with UAM-Vin the Milan area (I) during PIPAPO: simulations with changed emissions compared to ground and airborne measurements, Atmos. Environ., 37, 4133–4147, 2003. </reference>
		<reference numeration="2" content_type="text"> Baertsch-Ritter, N., Keller, J., Dommen, J., and Prevot, A. S. H.: Effects of various meteorological conditions and spatial emissionresolutions on the ozone concentration and ROG/NO&lt;sub&gt;x&lt;/sub&gt; limitationin the Milan area (I), Atmos. Chem. Phys., 4, 423–438, 2004. </reference>
		<reference numeration="3" content_type="text"> Barna, M. and Lamb, B.: Improving ozone modeling in regions of complex terrain using observational nudging in a prognostic meteorological model, Atmos. Environ., 34, 4889–4906, 2000. </reference>
		<reference numeration="4" content_type="text"> Bessagnet, B., Hodzic, A., Vautard, R., Beekman, M., Cheinet, S., Honeré, C., Liousse, C., and Rouil, L.: Aerosol modeling with CHIMERE – preliminary evaluation at the continental scale, Atmos. Environ., 38, 2803–2817, 2004. </reference>
		<reference numeration="5" content_type="text"> Carvalho, A. C., Carvalho, A., Gelpi, I., Barreiro, M., Borrego, C., Miranda, A. I., and Pérez-Muñuzuri, V.: Influence of topography and land use on pollutants dispersion in the Atlantic coast of Iberian Peninsula, Atmos. Environ., 40, 3969–3982, 2006. </reference>
		<reference numeration="6" content_type="text"> Chen, F. and Dudhia, J.: Coupling an advanced landsurface/ hydrologymodel with the Penn State/NCAR MM5 modeling system. Part I: Model description and implementation, Mon. Weather Rev., 129, 569–585, 2001. </reference>
		<reference numeration="7" content_type="text"> Colella, P. and Woodward, P. R.: The Piecewise Parabolic Method (PPM) for Gas-Dynamical Simulations, J. Comp. Phys., 54, 174–201, 1984. </reference>
		<reference numeration="8" content_type="text"> Cuvelier, C., Thunis, P., Vautard, R., Amann, M., Bessagnet, B., Bedogni, M., Berkowicz, R., Brocheton, F., Builtjes, P., Denby, B., Douros, G., Graf, A., Honoré, C., Jonson, J., Kerschbaumer, A., de Leeuw, F., Moussiopoulos, N., Philippe, C., Pirovano, G., Rouil, L., Schaap, M., Stern, R., Tarrason, L., Vignati, E., Volta, L., White, L., Wind, P., and Zuber, A.: CityDelta: a model intercomparison study to explore the impact of emission reductions in European cities in 2010, Atmos. Environ., 41, 189–207, doi:10.1016/j.atmosenv.2006.07.036, 2007. </reference>
		<reference numeration="9" content_type="text"> De Meij, A., Krol, M., Dentener, F., Vignati, E., Cuvelier, C., and Thunis, P.: The sensitivity of aerosol in Europe to two different emission inventories and temporal distribution of emissions, Atmos. Chem. Phys., 6, 4287–4309, 2006. </reference>
		<reference numeration="10" content_type="text"> De Meij, A., Wagner, S., Gobron, N., Thunis, P., Cuvelier C., and Dentener, F.: Model evaluation and scale issues in chemical and optical aerosol properties over the greater Milan area (Italy), for June 2001, Atmos. Res., 85, 243–267, 2007. </reference>
		<reference numeration="11" content_type="text"> Derognat, C., Beekmann, M., Baeumle, M., Martin, D., and Schmidt, H.: Effect of biogenic volatile organic compound emissions on tropospheric chemistry during the Atmospheric Pollution Over the Paris Area(ESQUIF) campaign in the Ile-de-France region, J. Geophys. Res., 108(D17), 8560, doi:10.1029/2001JD001421, 2003. </reference>
		<reference numeration="12" content_type="text"> Dosio, A., Galmarini, S., and Graziani, G.: Simulation of the circulation and related photochemical ozone dispersion in the Po plains (northern Italy): comparison with the observations of a measuring campaign, J. Geophys Res., 107(D18), 8189, doi:10.1029/2000JD000046, 2002. </reference>
		<reference numeration="13" content_type="text"> Dudhia, J.: Numerical study of convection observed during the winter monsoon experiment 10 using a mesoscale two–dimensional model, J. Atmos. Sci., 46, 3077–3107, 1989. </reference>
		<reference numeration="14" content_type="text"> Dudhia, J.: A multi-layer soil temperature model For MM5. Preprints, The 6th PSU/NCAR Mesocale Model MM5 Users Workshop, Boulder, CO, 1996. </reference>
		<reference numeration="15" content_type="text"> Easter, R. C. and Peters, L. K.: Binary Homogeneous Nucleation: Temperature and Relative Humidity Fluctuations, Nonlinearity, and Aspects of New Particle Production in the Atmosphere, J. Appl. Meteorol., 33, 775–784,1994 </reference>
		<reference numeration="16" content_type="text"> Fuchs, N. A.: The mechanics of aerosols, Pergamon Press, London, 1964. </reference>
		<reference numeration="17" content_type="text"> Ginoux, P., Chin, M., Tegen, I., Prospero, J. M., Holben, B., Dubovik, O., and Lin, S.-J.: Sources and distributions of dust aerosols simulated with the GOCART model, J. Geophys. Res., 106, 20255–20273, 2001. </reference>
		<reference numeration="18" content_type="text"> Ginoux, P., Prospero, J. M., Torres, O., and Chin, M.: Longterm simulation of dust distribution with the GOCART model: Correlation with the North Atlantic Oscillation., Environ. Model. S., 19, 113–128, 2004. </reference>
		<reference numeration="19" content_type="text"> Goeber, M. and Milton, S.: On the use of radar data to verify Mesoscale Model precipitation forecasts, Report of the SRNWP workshop on mesoscale verification 2001, pp. 18–27, 2002a. </reference>
		<reference numeration="20" content_type="text"> Grell, G. A., Dudhia, J., and Stauffer, D. R.: A description of the fifth-generation Penn State/NCAR mesoscale model (MM5), NCAR Tech. Note TN-398+STR, 122 pp, 1994. </reference>
		<reference numeration="21" content_type="text"> Grosjean, D. and Seinfeld, J. H.: Parameterization of the formation potential of secondary organic aerosols, Atmos. Environ., 23, 1733–1747, 1989. </reference>
		<reference numeration="22" content_type="text"> Guelle, W., Balkanski, Y. J., Dibb, J. E., Schulz, M., and Dulac, F.: Wet deposition in a global size-dependent aerosol transport model. 2. Influence of the scavenging scheme on 210Pb vertical profiles, surface concentrations, and deposition, J. Geophys. Res., 103(D22), 28875–28891, 1998. </reference>
		<reference numeration="23" content_type="text"> Guerrero, P. J., Jorba, O., Baldasano, J. M., and Gasso, S.: The use of a modelling system as a tool for air quality management: Annual high-resolution simulations and evaluation, Sci. Tot. Environ., 390, 323–340, 2008. </reference>
		<reference numeration="24" content_type="text"> Haywood, J. M. and Ramaswamy, V.: Global sensitivity studies of the direct radiative forcing due to anthropogenic sulfate and black carbon aerosols, J. Geophys. Res., 103, 6043–6058, 1998. </reference>
		<reference numeration="25" content_type="text"> Hong, S. Y. and Pan, H. L.: Nonlocal boundary layer vertical diffusion in a Medium-Range Forecast model, Mon. Weather Rev., 124, 2322–2339, 1996. </reference>
		<reference numeration="26" content_type="text"> Hong, S.-Y., Noh, Y., and Dudhia, J.: A new vertical diffusion package with an explicit treatment of entrainment processes, Mon. Weather Rev., 134, 2318–2341, 2006. </reference>
		<reference numeration="27" content_type="text"> Hong, S. Y. and Lim, J. O. J.: The WRF single-moment 6-class microphysics scheme (WSM6), J. Korean Meteor. Soc., 42, 129–151, 2006. </reference>
		<reference numeration="28" content_type="text"> Hong, S. Y., Noh, Y., and Dudhia, J.: A new vertical diffusion package with an explicit treatment of entrainment processes, Mon. Weather Rev., 134(9), 2318–2341, 2006. </reference>
		<reference numeration="29" content_type="text"> Hongisto, M.: Uncertainties in the meteorological input of the chemistry-transport models and some examples of their consequences, Int. J. Environ. Pollut., 24 (1/2/3/4), pp. 127–153, 2005. </reference>
		<reference numeration="30" content_type="text"> Horowitz, L. W., Walters, S., Mauzerall, D. L., Emmons, L. K., Rasch, P. J., Granier, C., Tie, X., Lamarque, J.-F., Schultz, M. G., Tyndall, G. S., Orlando, J. J., and Brasseur, G. P.: A global simulation of tropospheric ozone and related tracers: description and evaluation of MOZART, Version 2, J. Geophys. Res., 108(D24), 4784, doi:10.1029/2002JD002853, 2003. </reference>
		<reference numeration="31" content_type="text"> Hov, O., Stordal, F., and Eliassen, A.: Photochemical oxidant control strategies in Europe: a 19 days case study using a Lagrangian model with chemistry, vol. TR5/95, NILU, 1985. </reference>
		<reference numeration="32" content_type="text"> Jeuken, A.: Evaluation of chemistry and climate models using measurements and data assimilation, PhD thesis, Eindhoven University of Technology, 2000. </reference>
		<reference numeration="33" content_type="text"> Kasibhatla, P., Chameides, W. L., and John, J. S.: A three-dimensional global model investigation of seasonal variations in the atmospheric burden of anthropogenic sulphate aerosols, J. Geophys. Res., 102, 3737–3759, 1997. </reference>
		<reference numeration="34" content_type="text"> Kaufman, Y. J., Tanré, D., and Boucher, O.: A satellite view of aerosols in the climate system, Nature, 419, 215–223, 2002. </reference>
		<reference numeration="35" content_type="text"> Kesarkar, A. P., Dalvi, M., Kaginalkar, A., and Ojha, A.: Coupling of the Weather Research and Forecasting Model with AERMOD for pollutant dispersion modeling. A case study for PM$_10$ dispersion over Pune, India, Atmospheric Environment 41, 1976–1988, 2007. </reference>
		<reference numeration="36" content_type="text"> Kulmala, M., Laaksonen, A., and Pirjola, L.: Parameterization for sulfuric acid/water nucleation rates, J. Geophys. Res., 103(D7), 8301–8307, 1998. </reference>
		<reference numeration="37" content_type="text"> Lattuati, M.: Contribution à l&apos;étude du bilan de l&apos;ozone troposphérique à l&apos;interface de l&apos;Europe et de l&apos;Atlantique Nord: modélisation lagrangienne et mesures en altitude, Thèse de sciences, Université Paris 6, France, 1997. </reference>
		<reference numeration="38" content_type="text"> Lanz, V. A., Rami Alfarra, M., Baltensperger, U., Buchmann, B., Hueglin, C., Szidat, S., Wehrli, M. N., Wacker, L., Weimer, S., Caseiro, A., Puxbaum, H., and Prevot, A. S. H.: Source Attribution of Submicron Organic Aerosols during Wintertime Inversions by Advanced Factor Analysis of Aerosol Mass Spectra, Environ. Sci. Technol., 42, 214–220, 2008. </reference>
		<reference numeration="39" content_type="text"> Loon van, M., Roemer, M., and Builtjes, P.: Model intercomparison in the framework of the review of the Unified EMEP model, TNO-Report R 2004/282, 2004. </reference>
		<reference numeration="40" content_type="text"> Madronich, S. and Flocke, S.: The Role of Solar Radiation in Atmospheric Chemistry, Handbook of Environmental Chemistry, 1–26, 1998. </reference>
		<reference numeration="41" content_type="text"> Maffeis, G.: Establishment of a yearly gas-PM emission inventory in the great Milan area, TerrAria s.r.l., contract no. 19536-2002-06 FISC ISP IT, Milan, 2003. </reference>
		<reference numeration="42" content_type="text"> Menut, L., Coll, I., and Cautenet, S.: Impact of meteorological data resolution on the forecasted ozone concentrations during the ESCOMPTE IOP 2a and 2b, Atmos. Res. – ESCOMPTE Special Issue, 74, 139–159, 2005. </reference>
		<reference numeration="43" content_type="text"> Michelson, S. A. and Bao, J.-W.: Comparison of two meteorological community models for air-quality applications. 14th Joint Conference on the Applications of Air Pollution Meteorology with the Air and Waste Management Association, available at: ams.confex.com/ams/pdfpapers/104587.pdf, 2006. </reference>
		<reference numeration="44" content_type="text"> Minguzzi, E., Bedogni, M., Carnevale, C., and Pirovano, G.: Sensitivity of CTM simulations to meteorological input., Int. J. Environ. Pollut., 24, 36–50, 2005. </reference>
		<reference numeration="45" content_type="text"> Mlawer, E. J., Taubman, S. J., Brown, P. D., Iacono, M. J., and Clough, S. A.: Radiative transfer for inhomogeneous atmospheres: RRTM, a validated correlated-k model for the longwave, J. Geophys. Res., 102(D14), 16663–16682, 1997. </reference>
		<reference numeration="46" content_type="text"> Moshammer, H. and Neuberger, M.: The active surface of suspended particles as a predictor of lung function and pulmonary symptoms in Austrian school children, Atmos. Environ., 37, 1737–1744, 2002. </reference>
		<reference numeration="47" content_type="text"> Moshammer, H. and Neuberger, M.: The active surface of suspended particles as a predictor of lung function and pulmonary symptoms in Austrian school children, Atmos. Environ., 37, 1737–1744, 2003. </reference>
		<reference numeration="48" content_type="text"> Moucheron, M. C. and Milford, J.: Development and Testing of a Process Model for Secondary Organic Aerosols, Air and Waste Management Association, Nashville, 1996. </reference>
		<reference numeration="49" content_type="text"> Nenes, A., Pilinis, C., and Pandis, S. N.: ISORROPIA: a new thermodynamic model for inorganic multicomponent atmospheric aerosols, Aquatic Geochemistry, 4, 123–152, 1998. </reference>
		<reference numeration="50" content_type="text"> Odum, J. R., Hoffmann, T., Bowman, F., Collins, D., Flagan, R. C., and Seinfeld, J. H.: Gas/particle partitioning and secondary aerosol yield, Environ. Sci. Technol., 30, 2580–2585, 1996. </reference>
		<reference numeration="51" content_type="text"> Odum, J. R., Jungkamp, T. P. W., Griffin, R. J., Flagan, R. C., and Seinfeld, J. H.: The atmospheric aerosol-forming potential of whole gasoline vapour, Science, 276, 96–99, 1997. </reference>
		<reference numeration="52" content_type="text"> Pandis, S. N. and Seinfeld, J. H.: Sensitivity analusis of a chemical mechanism for aqueous-phase atmospheric chemistry, J. Geophys. Res., 94, 1105–1126, 1989. </reference>
		<reference numeration="53" content_type="text"> Pankow, J. F.: An absorption model of gas/particle partitioning of organic compounds in the atmosphere, Atmos. Environ., 28, 185–188, 1994. </reference>
		<reference numeration="54" content_type="text"> Pankow, J. F., Seinfeld, J. H., Asher, W. E., and Erdakos, G. B.: Modeling the formation of secondary organic aerosol. 1. Application of theoretical principles to measurements obtained in the a-pinene/, b-pinene/, sabinene, D3-carene/, and cyclohexene/ozone systems, Environ. Sci. Technol., 35, 1164–1172, 2001. </reference>
		<reference numeration="55" content_type="text"> Penner, J. E., Chuang, C. C., and Grant, K.: Climate forcing by carbonaceous and sulfate aerosols, Clim. Dynam. 14, 839–851, 1998. </reference>
		<reference numeration="56" content_type="text"> Pirovano, G., Coll, I., Bedogni, M., Alessandrini, S., Costa, M. P., Gabusi, V,. Lasry, F., Menut, L., and Vautard, R.: On the influence of meteorological input on photochemical modelling of a severe episode over a costal area, Atmos. Environ., 41, 6445–6464, doi:10.1016/j/atmosenv.2007.04.001, 2007. </reference>
		<reference numeration="57" content_type="text"> Robinson, A. L., Donahue, N. M., Shrivastava, M. K., Weitkamp, E. A., Sage, A. M., Grieshop, A. P., Lane, T. E., Pierce, J. R., and Pandis, S. N.: Rethinking Organic Aerosols: Semivolatile Emissions and Photochemical Aging, Science, 315, 1259–1262, 2007. </reference>
		<reference numeration="58" content_type="text"> Schaap, M.: On the importance of aerosol nitrate in Europe, Data analysis and modelling, Ph.D. thesis, University of Utrecht, http://www.library.uu.nl/digiarchief/dip/diss/2003-1209-110044/inhoud.htm, 2003. </reference>
		<reference numeration="59" content_type="text"> Schaap, M., van Loon, M., ten Brink, H. M., Dentener, F. J., and Builtjes, P. J. H.: Secondary inorganic aerosol simulations for Europe with special attention to nitrate, Atmos. Chem. Phys., 4, 857–874, 2004a. </reference>
		<reference numeration="60" content_type="text"> Schaap, M., Denier van der Gon, H. A. C., Visschedijk, A. J. H., Van Loon, M., ten Brink, H. M., Dentener, F. J., Putaud, J.-P., Guillaume, B., Liousse, C., and Builtjes, P. J. H.: Anthropogenic black carbon and fine aerosol distribution over Europe, J. Geophys. Res., 109, D18201, doi:10.1029/2003JD004330, 2004b. </reference>
		<reference numeration="61" content_type="text"> Schaap, M., Vautard, R., Bergström, R., van Loon, M., Bessagnet, B., Brandt, J., Christensen, J., Cuvelier, K., Foltescu, V., Graff, A., Jonson, J., Kerschbaumer, A., Krol, M., Langner, J., Roberts, P., Rouil, L., Stern, R., Tarrason, L., Thunis, P., Vignati, E., White, L., Wind, P., and Builtjes, P.: Evaluation of long term aerosol simulations from seven regional air quality models and their ensemble in the EURODELTA study, Atmos. Environ., 41, 2083–2097, 2007. </reference>
		<reference numeration="62" content_type="text"> 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. </reference>
		<reference numeration="63" content_type="text"> Schmidt, H., Derognat, C., Vautard, R., and Beekmann, M.: A comparison of simulated and observed ozone mixing ratios for the summer of 1998 in Western Europe, Atmos. Environ., 35(36), 6277–6297, 2001. </reference>
		<reference numeration="64" content_type="text"> Seinfeld, J. H. and Pandis, S. N.: Atmospheric Chemistry and Physics, Wiley, New York, 1998. </reference>
		<reference numeration="65" content_type="text"> Skamarock, W. C., Klemp, J. B., Dudhia, J., Gill, D. O., Barker, D. M., Wang, W., Powers, J. G.: A Description of the Advanced Research WRF Version 2., NCAR Technical Note 468+STR, Mesoscale and Microscale Meteorology Division, NCAR, Boulder, Colorado, USA, June 2005. </reference>
		<reference numeration="66" content_type="text"> Stephenson, D. B.: Use of the &quot;odds ratio&quot; for diagnosing forecast skill., Wea. Forecasting, 15, 221–232, 2000. </reference>
		<reference numeration="67" content_type="text"> Stern, R., Builtjes, P., Schaap, M., Timmermans, R., Vautard, R., Hodzic, A., Memmesheimer, M., Feldmann, H., Renner, E., Wolke, R., and Kerschbaumer, A.: A model inter-comparison study focussing on episodes with elevated PM$_10$ concentrations, Atmos. Environ., 42(19), 4567–4588, 2008. </reference>
		<reference numeration="68" content_type="text"> Stull, R.: An Introduction to Boundary Layer Meteorology, Kluwer Academic Publishers, 1988. </reference>
		<reference numeration="69" content_type="text"> Soong, S.-T., Martien, P. T., Archer, C. L., Tanrikulu, S., Wilczak, J. M., Bao, J.-W., Michelson, S. A., Jia, Y., and Emery, C. A.: Comparison of WRF/CAMx and MM5/CAMx simulations for an ozone episode in California, Eighth Conference on Atmospheric Chemistry, Atlanta, Georgia, 29 January–2 February 2006. </reference>
		<reference numeration="70" content_type="text"> Taylor, K. E.: Summarizing multiple aspects of model performance in a single diagram, J. Geophys. Res., 106, 7183–7192, 2001. </reference>
		<reference numeration="71" content_type="text"> Thunis, P., Rouil, L., Cuvelier, C., Bessagnet, B., Builtjes, P., Douros, J., Kerschbaumer, A., Pirovano, G., Schaap, M., Stern, R., and Tarrason, L.: Analysis of large and fine scale model responss to emission-reduction scenarios within the CityDelta project, Atmos. Environ., 41(10), 2083–2097, 2007. </reference>
		<reference numeration="72" content_type="text"> Troen, I. and Mahrt, L.: A simple model of the atmospheric boundary layer: Sensitivity to surface evaporation, Bound.-Lay. Meteorol., 37, 129–148, 1986. </reference>
		<reference numeration="73" content_type="text"> Tsyro, S.: First estimates of the effect of aerosol dynamics in the calculation of PM$_10$ and PM$_2.5$, EMEP Report (http://www.emep.int), 2002. </reference>
		<reference numeration="74" content_type="text"> Vautard, R., Builtjes, P., Thunis, P., Cuvelier, K., Bedogni, M., Bessagnet, B., Honore&apos;, C., Moussiopoulos, N., Schaap, M., Stern, R., Tarrason, L., and van Loon, M.: Evaluation and intercomparison of Ozone and PM$_10$ simulations by several chemistry-transport models over 4 European cities within the City-Delta project, Atmos. Environ., 41, 173–188, 2007. </reference>
		<reference numeration="75" content_type="text"> Wesely, M. L.: Parameterization of surface resistances to gaseous dry deposition in regional-scale numerical models, Atmos. Environ., 23, 1293–1304, 1989. </reference>
		<reference numeration="76" content_type="text"> West, J. J., Pilinis, C., Nenes, A., and Pandis, S. N.: Marginal direct climate forcing by atmospheric aerosols, Atmos. Environ., 32, 2531–2542, 1998. </reference>
		<reference numeration="77" content_type="text"> Zhong, S., In, H., and Clements, C.: Impact of turbulence, land surface, and radiation parameterizations on simulated boundary layer properties in a coastal environment, J. Geophys. Res., 112, D13110, doi:10.1029/2006JD008274, 2007. </reference>
	</references>
</article>

