M. Beekmann and C. Derognat, Monte Carlo uncertainty analysis of a regional-scale transport chemistry model constrained by measurements from the Atmospheric Pollution Over the Paris Area (ESQUIF) campaign, Journal of Geophysical Research, vol.23, issue.D17, pp.10-1029, 2003.
DOI : 10.1029/2003JD003391

J. Boutahar, S. Lacour, V. Mallet, D. Quélo, Y. Roustan et al., Development and validation of a fully modular platform for numerical modelling of air pollution: POLAIR, International Journal of Environment and Pollution, vol.22, issue.1/2, pp.17-28, 2004.
DOI : 10.1504/IJEP.2004.005474
URL : https://hal.archives-ouvertes.fr/inria-00527198

D. W. Byun and J. K. Ching, Science algorithms of the EPA models-3 community multiscale air quality (CMAQ) modeling system, 1999.

J. Chang, R. Brost, I. Isaken, S. Madronich, P. Middleton et al., A three-dimensional Eulerian acid deposition model: Physical concepts and formulation, Journal of Geophysical Research, vol.21, issue.62, pp.14681-14700, 1987.
DOI : 10.1029/JD092iD12p14681

E. Debry, K. Fahey, K. Sartelet, B. Sportisse, and M. Tombette, Technical Note: A new SIze REsolved Aerosol Model (SIREAM), ESQUIF: ´ Etude et simulation de la qualité de l'air en?Ileen?en?Ile de France ? rapport final, pp.1537-1547, 2001.
DOI : 10.5194/acp-7-1537-2007
URL : https://hal.archives-ouvertes.fr/hal-00328488

G. Evensen, Sequential data assimilation with a nonlinear quasi-geostrophic model using Monte Carlo methods to forecast error statistics, Journal of Geophysical Research, vol.109, issue.Part 4, pp.10143-10162, 1994.
DOI : 10.1029/94JC00572

S. Galmarini, R. Bianconi, W. Klug, T. Mikkelsen, R. Addis et al., Ensemble dispersion forecasting???Part I: concept, approach and indicators, Atmospheric Environment, vol.38, issue.28, pp.4607-4617, 2004.
DOI : 10.1016/j.atmosenv.2004.05.030

A. Gross and W. R. Stockwell, Comparison of the EMEP, RADM2 and RACM mechanisms, Journal of Atmospheric Chemistry, vol.44, issue.2, pp.151-170, 2003.
DOI : 10.1023/A:1022483412112

S. R. Hanna, J. C. Chang, and M. E. Fernau, Monte carlo estimates of uncertainties in predictions by a photochemical grid model (UAM-IV) due to uncertainties in input variables, Atmospheric Environment, vol.32, issue.21, pp.3619-3628, 1998.
DOI : 10.1016/S1352-2310(97)00419-6

S. R. Hanna, Z. Lu, H. C. Frey, N. Wheeler, J. Vukovich et al., Uncertainties in predicted ozone concentrations due to input uncertainties for the UAM-V photochemical grid model applied to the July 1995 OTAG domain, Atmospheric Environment, vol.35, issue.5, pp.891-903, 1995.
DOI : 10.1016/S1352-2310(00)00367-8

J. Louis, A parametric model of vertical eddy fluxes in the atmosphere, Boundary-Layer Meteorology, vol.93, issue.2, pp.187-202, 1979.
DOI : 10.1007/BF00117978

S. Madronich, Photodissociation in the atmosphere: 1. Actinic flux and the effects of ground reflections and clouds, Journal of Geophysical Research, vol.59, issue.D8, pp.9740-9752, 1987.
DOI : 10.1029/JD092iD08p09740

V. Mallet and B. Sportisse, Ensemble-based air quality forecasts: A multimodel approach applied to ozone, Journal of Geophysical Research, vol.3, issue.D22, pp.10-1029, 2006.
DOI : 10.1029/2005JD006675
URL : https://hal.archives-ouvertes.fr/hal-00650980

V. Mallet and B. Sportisse, Uncertainty in a chemistry-transport model due to physical parameterizations and numerical approximations: An ensemble approach applied to ozone modeling, Journal of Geophysical Research, vol.3, issue.D22, pp.10-1029, 2006.
DOI : 10.1029/2005JD006149
URL : https://hal.archives-ouvertes.fr/hal-00650907

V. Mallet, A. Pourchet, D. Quélo, and B. Sportisse, Investigation of some numerical issues in a chemistry-transport model: Gas-phase simulations, Journal of Geophysical Research, vol.15, issue.2, pp.10-1029, 2007.
DOI : 10.1029/2006JD008373
URL : https://hal.archives-ouvertes.fr/inria-00633151

V. Mallet, D. Quélo, B. Sportisse, M. Ahmed-de-biasi, ´. E. Debry et al., Technical Note: The air quality modeling system Polyphemus, Atmospheric Chemistry and Physics, vol.7, issue.20, pp.5479-5487, 2007.
DOI : 10.5194/acp-7-5479-2007-supplement
URL : https://hal.archives-ouvertes.fr/hal-00328547

V. Mallet, G. Stoltz, and B. Mauricette, Ozone ensemble forecast with machine learning algorithms, Journal of Geophysical Research, vol.41, issue.1, pp.530710-1029, 2009.
DOI : 10.1029/2008JD009978
URL : https://hal.archives-ouvertes.fr/inria-00565770

S. Mckeen, J. Wilczak, G. Grell, I. Djalalova, S. Peckham et al., Assessment of an ensemble of seven real-time ozone forecasts over eastern North America during the summer of, J. Geophys. Res, p.10, 1029.

E. C. Monahan, D. E. Spiel, D. , and K. L. , Oceanic Whitecaps ? and Their Role in Air-Sea Exchange Processes, chap. A model of marine aerosol generation via whitecaps and wave disruption, pp.167-174, 1986.

M. Pagowski, G. Grell, D. Devenyi, S. Peckham, S. Mckeen et al., Application of dynamic linear regression to improve the skill of ensemble-based deterministic ozone forecasts, Atmospheric Environment, vol.40, issue.18, pp.3240-3250, 2006.
DOI : 10.1016/j.atmosenv.2006.02.006

K. Sartelet, H. Hayami, and B. Sportisse, MICS Asia Phase II???Sensitivity to the aerosol module, Atmospheric Environment, vol.42, issue.15, pp.3562-3570, 2008.
DOI : 10.1016/j.atmosenv.2007.03.005
URL : https://hal.archives-ouvertes.fr/hal-00142891

A. Segers, Data assimilation in atmospheric chemistry models using Kalman filtering, 2002.

D. Simpson, W. Winiwarter, G. Börjesson, S. Cinderby, A. Ferreiro et al., Inventorying emissions from nature in Europe, and¨Oquistand¨ and¨Oquist, M. G.: Inventorying emissions from nature in Europe, pp.8113-8152, 1999.
DOI : 10.1029/98JD02747

M. Smith and N. Harrison, The sea spray generation function, Journal of Aerosol Science, vol.29, pp.189-190, 1998.
DOI : 10.1016/S0021-8502(98)00280-8

W. R. Stockwell, P. Middleton, J. S. Chang, and X. Tang, The second generation regional acid deposition model chemical mechanism for regional air quality modeling, Journal of Geophysical Research, vol.18, issue.D10, pp.16343-16367, 1990.
DOI : 10.1029/JD095iD10p16343

W. R. Stockwell, F. Kirchner, M. Kuhn, and S. Seefeld, A new mechanism for regional atmospheric chemistry modeling, Journal of Geophysical Research: Atmospheres, vol.25, issue.D22, pp.25847-25879, 1997.
DOI : 10.1029/97JD00849

A. G. Straume, A More Extensive Investigation of the Use of Ensemble Forecasts for Dispersion Model Evaluation, Journal of Applied Meteorology, vol.40, issue.3, pp.425-445, 2001.
DOI : 10.1175/1520-0450(2001)040<0425:AMEIOT>2.0.CO;2

I. Troen, L. Mahrt, M. Van-loon, R. Vautard, M. Schaap et al., A simple model of the atmospheric boundary layer; sensitivity to surface evaporation Evaluation of long-term ozone simulations from seven regional air quality models and their ensemble, Atmos. Environ, vol.37, issue.41, pp.129-148, 1986.

J. G. Verwer, W. Hundsdorfer, and J. G. Blom, Numerical time integration for air pollution models, Surveys on Mathematics for Industry, vol.10, pp.107-174, 2002.

M. L. Wesely, Parameterization of surface resistances to gaseous dry deposition in regional-scale numerical models, Atmospheric Environment (1967), vol.23, issue.6, pp.1293-1304, 1989.
DOI : 10.1016/0004-6981(89)90153-4

L. Zhang, J. R. Brook, and R. Vet, A revised parameterization for gaseous dry deposition in air-quality models, Atmospheric Chemistry and Physics, vol.3, issue.6, pp.2067-2082, 2003.
DOI : 10.5194/acp-3-2067-2003
URL : https://hal.archives-ouvertes.fr/hal-00295366

. Www, geosci-model-dev, Geosci. Model Dev, vol.69, issue.3, pp.69-85, 2010.