S. P. Arya, Air pollution meteorology and dispersion, 1999.

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

R. H. Byrd, P. Lu, and J. Nocedal, A Limited Memory Algorithm for Bound Constrained Optimization, SIAM Journal on Scientific Computing, vol.16, issue.5, pp.1190-1208, 1995.
DOI : 10.1137/0916069

M. Chin, R. B. Rood, S. Lin, J. Müller, and A. M. Thompson, Atmospheric sulfur cycle simulated in the global model GOCART: Model description and global properties, Journal of Geophysical Research: Atmospheres, vol.119, issue.D20, pp.671-695, 2000.
DOI : 10.1029/2000JD900384

E. Debry, K. Fahey, K. Sartelet, B. Sportisse, and M. Tombette, Technical Note: A new SIze REsolved Aerosol Model (SIREAM), Atmospheric Chemistry and Physics, vol.7, issue.6, pp.1537-1547, 2007.
DOI : 10.5194/acp-7-1537-2007

URL : https://hal.archives-ouvertes.fr/hal-00328020

A. Doury, Une méthode de calcul pratique et générale pour la prévision numérique des pollutions véhiculées par l'atmosphère, 1976.

G. Evensen, Sequential data assimilation with a nonlinear quasigeostrophic model using Monte Carlo methods to forecast error statistics, J. Geophys. Res, vol.99, issue.10, pp.143-153, 1994.

C. Faure and Y. Papegay, O?yssée user's guide ? version 1.7, Tech, 1998.

A. W. Heemink, M. Verlaan, and A. J. Segers, Variance Reduced Ensemble Kalman Filtering, Monthly Weather Review, vol.129, issue.7, pp.1718-1728, 2001.
DOI : 10.1175/1520-0493(2001)129<1718:VREKF>2.0.CO;2

L. W. Horowitz, S. Walters, D. L. Mauzerall, L. K. Emmons, P. J. Rasch et al., A global simulation of tropospheric ozone and related tracers: description and evaluation of MOZART, J. Geophys. Res, vol.108, issue.2D24, p.10, 1029.

I. Korsakissok, Performance evaluation of Polyphemus Gaussian models with Prairie Grass experiment, Tech. Rep, pp.2007-2022, 2007.

T. N. Krishnamurti, C. M. Kishtawal, Z. Zhang, T. Larow, D. B. Williford et al., Multimodel Ensemble Forecasts for Weather and Seasonal Climate, Journal of Climate, vol.13, issue.23, pp.4196-4216, 2000.
DOI : 10.1175/1520-0442(2000)013<4196:MEFFWA>2.0.CO;2

L. Dimet, F. Talagrand, and O. , Variational algorithms for analysis and assimilation of meteorological observations: theoretical aspects, Tellus A, vol.109, issue.2, pp.97-110, 1986.
DOI : 10.1111/j.1600-0870.1986.tb00459.x

J. Louis, A parametric model of vertical eddy fluxes in the atmosphere , Boundary-Layer Meteor, pp.187-202, 1979.

V. Mallet, Polair3D technical documentation, 2006.

V. Mallet and B. Sportisse, 3-D chemistry-transport model Polair: numerical issues, validation and automatic-differentiation strategy, Atmospheric Chemistry and Physics Discussions, vol.4, issue.2, pp.1371-1392, 1371.
DOI : 10.5194/acpd-4-1371-2004

URL : https://hal.archives-ouvertes.fr/hal-00327858

V. Mallet and B. Sportisse, A comprehensive study of ozone sensitivity with respect to emissions over Europe with a chemistry-transport model, Journal of Geophysical Research, vol.3, issue.37, pp.10-1029, 2005.
DOI : 10.1029/2005JD006234

URL : https://hal.archives-ouvertes.fr/inria-00527212

V. Mallet and B. Sportisse, Data processing and parameterizations in atmospheric chemistry and physics: the AtmoData library, Tech. Rep, pp.2005-2017, 2005.

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, D. Quélo, and B. Sportisse, Software architecture of an ideal modeling platform in air quality ? A first step: Polyphemus, Tech. Rep, pp.2005-2016, 2005.

C. A. Mchugh, D. J. Carruthers, H. Higson, and S. J. Dyster, Comparison of model evaluation methodologies with application to ADMS 3 and US models, 6th international conference on harmonisation within atmospheric dispersion modelling for regulatory purposes, 1999.

P. Middleton, W. R. Stockwell, C. , and W. P. , Aggregation and analysis of volatile organic compound emissions for regional modeling, Atmospheric Environment. Part A. General Topics, vol.24, issue.5, pp.1107-1133, 1990.
DOI : 10.1016/0960-1686(90)90077-Z

H. Njomgang, V. Mallet, and L. Musson-genon, AtmoData scientific documentation, 2005.

D. Quélo, M. Krysta, M. Bocquet, O. Isnard, Y. Minier et al., Validation of the Polyphemus platform on the ETEX, Chernobyl and Algeciras cases, Atmospheric Environment, vol.41, issue.26, pp.5300-5315, 2007.
DOI : 10.1016/j.atmosenv.2007.02.035

K. N. Sartelet, E. Debry, K. Fahey, Y. Roustan, M. Tombette et al., Simulation of aerosols and gas-phase species over Europe with the Polyphemus system: Part I???Model-to-data comparison for 2001, Atmospheric Environment, vol.41, issue.29, pp.6116-6131, 2001.
DOI : 10.1016/j.atmosenv.2007.04.024

URL : https://hal.archives-ouvertes.fr/inria-00633774

H. Schmidt, C. Derognat, R. Vautard, and M. Beekmann, A comparison of simulated and observed ozone mixing ratios for the summer of 1998 in Western Europe, Atmospheric Environment, vol.35, issue.36, pp.6277-6297, 2001.
DOI : 10.1016/S1352-2310(01)00451-4

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

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.16-343, 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.25-847, 1997.
DOI : 10.1029/97JD00849

I. Troen and L. Mahrt, A simple model of the atmospheric boundary layer; sensitivity to surface evaporation, Boundary-Layer Meteor, pp.129-148, 1986.

D. B. Turner, Workbook of atmospheric diffusion estimates, 1969.

B. Underwood, Review of deposition velocity and washout coefficient, 2001.

U. Epa, Guideline for regulatory application of the urban airshed model, 1991.

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

L. Zhang, S. Gong, J. Padro, B. , and L. , A size-segregated particle dry deposition scheme for an atmospheric aerosol module, Atmospheric Environment, vol.35, issue.3, pp.549-560, 2001.
DOI : 10.1016/S1352-2310(00)00326-5

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-00301000