. Ademe, Les émissions agricoles de particules dans l'air: Etat des lieux et leviers d'action. ADEME/Ministère de l'environnement, vol.35, 2012.

. Agreste, Méthodologie Enquête sur les pratiques culturales en, 2006.

. Agreste, Pratiques culturales, AGRESTE Les Dossiers N° 8 -JUILLET 2010, vol.77, 2006.

. Agreste, Enquête Pratiques culturales 2011: Principaux résultats". AGRESTE Les Dossiers N° 21 -JUILLET 2014, vol.70, 2014.

V. P. Aneja, W. H. Schlesinger, and J. W. Erisman, Farming pollution, Nature Geoscience, vol.1, pp.409-411, 2008.

S. N. Behera, M. Sharma, V. P. Aneja, and R. Balasubramanian, Ammonia in the atmosphere: a review on emission sources, atmospheric chemistry and deposition on terrestrial bodies, Environ Sci Pollut Res Int, vol.20, pp.8092-131, 2013.

B. Bessagnet, A. Hodzic, R. Vautard, M. Beekmann, S. Cheinet et al., Aerosol modeling with CHIMERE -preliminary evaluation at the continental scale, Atmospheric Environment, vol.38, pp.2803-2817, 2004.
URL : https://hal.archives-ouvertes.fr/hal-00518777

B. Bessagnet, L. Menut, G. Aymoz, H. Chepfer, and R. Vautard, Modelling dust emissions and transport within Europe: the Ukraine March 2007 event, Journal of Geophysical Research, vol.113, p.13, 2008.

B. Bessagnet, F. Meleux, O. Favez, M. Beauchamp, A. Colette et al., Le rôle de l'agriculture sur les concentrations en particules dans l'atmosphère et l'apport de la modélisation, Pollution Atmosphérique. Numéro spécial, pp.154-156, 2016.

A. H. Beusen, A. F. Bouwman, P. S. Heuberger, G. Van-drecht, . Van-der et al., Bottom-up uncertainty estimates of global ammonia emissions from global agricultural production systems, Atmospheric Environment, vol.42, pp.6067-6077, 2008.

R. Bobbink, D. Boxman, E. Fremstad, G. Heil, A. Houdijk et al., Critical loads for nitrogen eutrophication of terrestrial and wetland ecosystems based upon changes in vegetation and fauna, Critical Loads for Nitrogen, p.41, 1992.

C. D. Børgesen, J. Djurhuus, and A. Kyllingsbaek, Estimating the effect of legislation on nitrogen leaching by upscaling field simulations, Ecol. Modell, vol.136, pp.31-48, 2001.

A. F. Bouwman, D. S. Lee, W. A. Asman, F. J. Dentener, K. W. Van-der-hoek et al., A global high-resolution emission inventory for ammonia, Global Biogeochemical Cycles, vol.11, issue.4, pp.561-587, 1997.

J. N. Galloway, J. D. Aber, J. W. Erisman, S. P. Seitzinger, R. W. Howarth et al., The nitrogen cascade, BioScience, vol.53, pp.341-356, 2003.

L. Garcia, C. Bedos, S. Genermont, I. Braud, and P. Cellier, Assessing the ability of mechanistic volatilization models to simulate soil surface conditions: a study with the Volt'Air model, Sci Total Environ, vol.409, pp.3980-92, 2011.
URL : https://hal.archives-ouvertes.fr/hal-01000521

L. Garcia, S. Génermont, C. Bedos, N. N. Simon, P. Garnier et al., Accounting for Surface Cattle Slurry in Ammonia Volatilization Models: The Case of Volt'Air, Soil Science Society of America Journal, vol.76, 2012.
URL : https://hal.archives-ouvertes.fr/hal-01000926

S. Génermont, Modélisation de la volatilisation d'ammoniac après épandage de lisier sur parcelle agricole, vol.331, 1996.

S. Génermont and P. Cellier, A mechanistic model for estimating ammonia volatilization from slurry applied to bare soil, Agricultural and Forest Meteorology, vol.88, pp.145-167, 1997.

S. Génermont, C. Hénault, P. Laville, M. H. Jeuffroy, and D. Flura, Gaseous losses of various nitrogenous compounds from fertilisation of a wheat crop, Controlling Nitrogen Flows and Losses, 12th N Workshop, pp.311-313, 2003.

D. L. Giltrap and A. G. Ausseil, Upscaling NZ-DNDC using a regression based metamodel to estimate direct N2O emissions from New Zealand grazed pastures, Sci Total Environ, vol.539, 2016.

P. Gustin, B. Urbain, M. Ansay, and B. Nicks, Impact de la pollution atmosphérique sur le système respiratoire. I. L'ammoniac, 1991.

S. D. Hafner, A. Pacholski, S. Bittman, W. Burchill, W. Bussink et al., The ALFAM2 database on ammonia emission from field-applied manure: Description and illustrative analysis, Agricultural and Forest Meteorology, vol.258, pp.66-79, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01766701

L. Hamaoui-laguel, F. Meleux, M. Beekmann, B. Bessagnet, S. Génermont et al., Improving ammonia emissions in air quality modelling for France, Atmospheric Environment, vol.92, pp.584-595, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01192473

C. Honoré, L. Rouïl, R. Vautard, M. Beekmann, B. Bessagnet et al., Predictability of European air quality: The assessment of three years of operational forecasts and analyses by the PREV'AIR system, Journal of Geophysical Research, vol.113, 2008.

J. F. Huijsmans, H. Holterma, G. D. Vermeulen, A. J. Stolk, and . Van-pul, Simulating emission of ammonia after liquid manure application on arable land, 2014.

D. Makowski, S. Asseng, F. Ewert, S. Bassu, J. L. Durand et al., , pp.483-493, 2015.

E. Melbostad, E. , and W. , Organic dust-related respiratory and eye irritation in Norwegian farmers, American Journal of Industrial Medicine, vol.39, pp.209-217, 2001.

H. Menzi, C. Bonjour, F. Zaucker, C. Leuenberger, and B. Reidy, Agrammon: A new internet based model for the differentiated estimation of ammonia emissions from individual farms or at the area-wide scale, pp.158-163, 2008.

T. H. Misselbrook, M. A. Sutton, and D. Scholefield, A simple process-based model for estimating ammonia emissions from agricultural land after fertilizer applications. Soil Use and Management, vol.20, pp.365-372, 2004.

J. Moldanová, P. Grennfelt, Å. Jonsson, D. Simpson, T. Spranger et al., Nitrogen as a threat to European air quality, The European Nitrogen Assessment. Sources, Effects and Policy Perspectives, pp.405-433, 2011.

O. Nielsen, M. S. Plejdrup, M. Winther, M. Mikkelsen, M. Nielsen et al., Annual Danish informative inventory report to UNECE, 2018.

A. O'hagan, Bayesian analysis of computer code outputs: a tutorial, Reliability Engineering and System Safety, vol.91, pp.1290-1300, 2006.

A. References, Méthodologie Enquête sur les pratiques culturales en, Agreste Chiffres et Données Agriculture, p.11, 2006.

. Agreste, Pratiques culturales, Agreste Les Dossiers, p.86, 2006.

A. M. Backes, A. Aulinger, J. Bieser, V. Matthias, and M. Quante, Ammonia emissions in Europe, part I: Development of a dynamical ammonia emission inventory, Atmospheric Environment, vol.131, pp.55-66, 2016.

A. M. Backes, A. Aulinger, J. Bieser, V. Matthias, and M. Quante, Ammonia emissions in Europe, part II: How ammonia emission abatement strategies affect secondary aerosols, Atmospheric Environment, vol.126, pp.153-161, 2016.

R. Battye, W. Battye, C. Overcash, and S. Fudge, Development and selection of ammonia emission factors, p.111, 1994.

B. Bessagnet, A. Hodzic, R. Vautard, M. Beekmann, S. Cheinet et al., Aerosol modeling with CHIMERE -preliminary evaluation at the continental scale, Atmospheric Environment, vol.38, pp.2803-2817, 2004.
URL : https://hal.archives-ouvertes.fr/hal-00518777

B. Bessagnet, L. Menut, G. Aymoz, H. Chepfer, and R. Vautard, Modelling dust emissions and transport within Europe: the Ukraine March 2007 event, Journal of Geophysical Research, vol.113, p.13, 2008.

R. Bobbink, M. Hornung, and J. G. Roelofs, The effects of air-borne nitrogen pollutants on species diversity in natural and semi-natural European vegetation, Journal of Ecology, vol.86, pp.717-738, 1998.

A. F. Bouwman, D. S. Lee, W. A. Asman, F. J. Dentener, K. W. Van-der-hoek et al., A global high-resolution emission inventory for ammonia, Global Biogeochemical Cycles, vol.11, issue.4, pp.561-587, 1997.

, National inventories of air emissions in France: organisation and methodology, OMINEA report, p.1365, 2014.

, Inventaire des émissions de polluants atmosphériques et de gaz à effet de serre en France -Séries sectorielles et analyses étendues -Format SECTEN, CITEPA, p.322, 2015.

I. Fao, . Isric, and J. Iss-cas, Harmonized World Soil Database (Version 1.2), FAO, 2012.

L. Garcia, C. Bedos, S. Genermont, I. Braud, and P. Cellier, Assessing the ability of mechanistic volatilization models to simulate soil surface conditions: a study with the Volt'Air model, Science of the Total Environment, vol.409, pp.3980-92, 2011.
URL : https://hal.archives-ouvertes.fr/hal-01000521

L. Garcia, S. Génermont, C. Bedos, N. N. Simon, P. Garnier et al., Accounting for Surface Cattle Slurry in Ammonia Volatilization Models: The Case of Volt'Air, Soil Science Society of America Journal, vol.76, 2012.
URL : https://hal.archives-ouvertes.fr/hal-01000926

S. Génermont and P. Cellier, A mechanistic model for estimating ammonia volatilization from slurry applied to bare soil, Agricultural and Forest Meteorology, vol.88, 1997.

S. Génermont, C. Hénault, P. Laville, M. H. Jeuffroy, and D. Flura, Gaseous losses of various nitrogenous compounds from fertilisation of a wheat crop, Controlling nitrogen flows and losses, 12th N Workshop, pp.311-313, 2003.

R. Gordon, R. Jamieson, V. Rodd, G. Patterson, and T. Harz, Effects of surface manure application timing on ammonia volatilization, Can. J. Soil Sci, vol.81, pp.525-533, 2001.

L. Hamaoui-laguel, F. Meleux, M. Beekmann, B. Bessagnet, S. Génermont et al., Improving ammonia emissions in air quality modelling for France, Atmospheric Environment, vol.92, pp.584-595, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01192473

C. Honoré, L. Rouïl, R. Vautard, M. Beekmann, B. Bessagnet et al., Predictability of European air quality: The assessment of three years of operational forecasts and analyses by the PREV'AIR system, Journal of Geophysical Research, vol.113, 2008.

S. Houot, M. N. Pons, M. Pradel, A. C. Tibi, C. Aubry et al., Valorisation des matières fertilisantes d'origine résiduaire sur les sols à usage agricole ou forestier, impacts agronomiques, environnementaux, socio-économiques, p.930, 2014.

J. F. Huijsmans, H. Holterma, G. D. Vermeulen, A. J. Stolk, and . Van-pul, Simulating emission of ammonia after liquid manure application on arable land; Preliminary performance assessment of the Volt'Air model for manure application conditions in the Netherlands, Plant Research International, p.32, 2014.

. Institut-de-l'elevage, I. Itavi, and . Itp, Fertiliser avec les engrais de ferme, 2001.

E. Mathias and E. Martin, Analyse du potentiel de 10 actions de réduction des émissions d'ammoniac des élevages français aux horizons 2020 et 2030. Étude réalisée pour le compte de l'ADEME par le Centre Interprofessionnel Technique d'Etudes de la Pollution Atmosphérique (CITEPA), p.239, 2013.

C. Mignolet, C. Schott, and M. Benoit, Spatial dynamics of farming practices in the Seine basin: methods for agronomic approaches on a regional scale, Sci Total Environ, vol.375, pp.13-32, 2007.

J. F. Moal, J. Martinez, F. Guisiou, and C. M. Coste, Ammonia volatilization following surface-applied pig and cattle slurry in France, J. Agric. Sci, vol.125, pp.245-252, 1995.

J. Moldanová, P. Grennfelt, Å. Jonsson, D. Simpson, T. Spranger et al., Nitrogen as a threat to European air quality, The European Nitrogen Assessment. Sources, Effects and Policy Perspectives, pp.405-433, 2011.

P. Panagos, M. Van-liedekerke, A. Jones, and L. Montanarella, European Soil Data Centre: Response to European policy support and public data requirements, Land Use Policy, vol.29, pp.329-338, 2012.

L. Rouil, C. Honoré, R. Vautard, M. Beekmann, B. Bessagnet et al., PREV'AIR: an operational forecasting and mapping system for air quality in Europe, Bulletin of the American Meteorological Society, vol.90, 2009.
URL : https://hal.archives-ouvertes.fr/ineris-00961933

J. Sintermann, A. Neftel, C. Ammann, C. Häni, A. Hensen et al., Are ammonia emissions from field-applied slurry substantially over-estimated in European emission inventories, Biogeosciences, vol.9, 2012.
URL : https://hal.archives-ouvertes.fr/hal-01019006

C. A. Skjøth, C. Geels, H. Berge, S. Gyldenkaerne, H. Fagerli et al., Spatial and temporal variations in ammonia emissions -a freely accessible model code for Europe, Atmos. Chem. Phys, vol.11, pp.5221-5236, 2011.

E. Smith, R. Gordon, C. Bourque, A. Campbell, S. Genermont et al., Simulated management effects on ammonia emissions from field applied manure, Journal of Environmental Management, vol.90, pp.2531-2536, 2009.
URL : https://hal.archives-ouvertes.fr/hal-01192121

E. Smith, R. Gordon, C. Bourque, A. Campbell, S. Génermont et al., Simulating ammonia loss from surface applied manure, Canadian Journal of Soil Science, vol.89, pp.357-367, 2009.
URL : https://hal.archives-ouvertes.fr/hal-01192084

S. G. Sommer, E. Friis, A. Bach, and J. K. Schjørring, Ammonia volatilization from pig slurry applied with trailing hoses or broadspread to winter wheat: Effects of crop developmental stage, microclimate and leaf ammonia absorption, Journal of Environmental Quality, vol.26, pp.1153-1160, 1997.

S. G. Sommer, S. Génermont, P. Cellier, N. J. Hutchings, J. E. Olesen et al., Processes controlling ammonia emission from livestock slurry in the field, European Journal of Agronomy, vol.19, pp.37-43, 2003.

S. G. Sommer, J. K. Schjørring, and O. T. Denmead, Ammonia emission from mineral fertilizers and fertilized crops, Advances in Agronomy, vol.82, pp.557-622, 2004.

H. Abdi, Partial least squares regression and projection on latent structure regression (PLS regression), Wiley Interdisciplinary Reviews: Computational Statistics, vol.2, pp.97-106, 2010.

. Agreste, Méthodologie Enquête sur les pratiques culturales en, 2006.

. Agreste, Pratiques culturales, AGRESTE Les Dossiers N° 8 -JUILLET 2010, vol.77, 2006.

. Agreste, Enquête Pratiques culturales 2011: Principaux résultats". AGRESTE Les Dossiers N° 21 -JUILLET 2014, vol.70, 2014.

H. Akaike, A new look at the statistical model identification, IEEE Transactions on Automatic Control, vol.19, 1974.

R. Bobbink, M. Hornung, and J. G. Roelofs, The effects of air-borne nitrogen pollutants on species diversity in natural and semi-natural European vegetation, Journal of Ecology, vol.86, pp.717-738, 1998.

L. Breiman, Random forests, Mach Learn, vol.45, pp.5-32, 2001.

N. Brisson, C. Garya, E. Justes, R. Roche, B. Mary et al., An overview of the crop model STICS, European Journal of Agronomy, vol.13, pp.110-117, 2003.
URL : https://hal.archives-ouvertes.fr/hal-01190851

W. Britz and A. Leip, Development of marginal emission factors for N losses from agricultural soils with the DNDC-CAPRI metamodel, Ecosystems & Environment, vol.133, pp.267-279, 2009.

D. R. Chadwick, Emissions of ammonia, nitrous oxide and methane from cattle manure heaps: effect of compaction and covering, Atmospheric Environment, vol.39, pp.787-799, 2005.

, Inventaire des émissions de polluants atmosphériques et de gaz à effet de serre en France -Séries sectorielles et analyses étendues -Format SECTEN, CITEPA, vol.320, 2017.

, National inventories of air emissions in France: organisation and methodology, OMINEA report, 2017.

S. Conti and A. O'hagan, Bayesian emulation of complex multi-output and dynamic computer models, Journal of Statistical Planning and Inference, vol.140, 2010.

R. Dupas, V. Parnaudeau, R. Reau, M. Jeuffroy, P. Durand et al., Integrating local knowledge and biophysical modeling to assess nitrate losses from cropping systems in drinking water protection areas, Environmental Modelling & Software, vol.69, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01215315

, Chapitre III : Méta-modélisation par type d'engrais

. Emep/eea, Air pollutant emission inventory guidebook 2016. Part B, Chapter 3.B Manure management, vol.62, 2016.

. Emep/eea, European Monitoring and Evaluation Programme/European Environment Agency, Crop production and agricultural soils 2016, p.41, 2016.

I. Fao, . Isric, and J. Iss-cas, Harmonized World Soil Database (Version 1.2), FAO, 2012.

B. Gabrielle, P. Laville, O. Duval, B. Nicoullaud, and J. Germon, Process-based modeling of nitrous oxide emissions from wheat-cropped soils at the subregional scale, Global Biogeochemical Cycles, vol.20, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00017134

L. Garcia, C. Bedos, S. Genermont, I. Braud, and P. Cellier, Assessing the ability of mechanistic volatilization models to simulate soil surface conditions: a study with the Volt'Air model, Sci Total Environ, vol.409, pp.3980-92, 2011.
URL : https://hal.archives-ouvertes.fr/hal-01000521

L. Garcia, S. Génermont, C. Bedos, N. N. Simon, P. Garnier et al., Accounting for Surface Cattle Slurry in Ammonia Volatilization Models: The Case of Volt'Air, Soil Science Society of America Journal, vol.76, 2012.
URL : https://hal.archives-ouvertes.fr/hal-01000926

S. Génermont, Ammonia volatilisation after application of fertilisers and organic products: Potential for updating emission factors, Proceedings International Fertiliser Society 762, vol.44, p.pp, 2014.

S. Génermont and P. Cellier, A mechanistic model for estimating ammonia volatilization from slurry applied to bare soil, Agricultural and Forest Meteorology, vol.88, pp.145-167, 1997.

S. Génermont, J. Gilliot, M. M. Ramanantenasoa, O. Maury, C. Mignolet et al., Réalisation de cadastres dynamiques des émissions d'ammoniac liées à la fertilisation azotée aux échelles régionale et nationale (Spatial and temporal high-resolution inventory of ammonia emissions from agricultural soils over France at regional and national scales), 2015.

D. L. Giltrap and A. G. Ausseil, Upscaling NZ-DNDC using a regression based metamodel to estimate direct N2O emissions from New Zealand grazed pastures, Sci Total Environ, vol.539, 2016.

S. D. Hafner, A. Pacholski, S. Bittman, W. Burchill, W. Bussink et al., The ALFAM2 database on ammonia emission from field-applied manure: Description and illustrative analysis, Agricultural and Forest Meteorology
URL : https://hal.archives-ouvertes.fr/hal-01766701

J. F. Huijsmans, H. Holterma, G. D. Vermeulen, A. J. Stolk, and . Van-pul, Simulating emission of ammonia after liquid manure application on arable land; Preliminary performance assessment of the Volt'Air model for manure application conditions in the Netherlands, vol.32, 2014.

. Ipcc, IPCC Guidelines for National Greenhouse Gas Inventories. Volume 4 -Agriculture, Forestry and Other Land Use. Chapter 10: Emissions from Livestock and Manure Management, IPCC, vol.87, p.pp, 2006.

, MARS Bulletin, vol.16, issue.6, 2008.

N. Katayanagi, T. Fumoto, M. Hayano, Y. Takata, T. Kuwagata et al., Development of a method for estimating total CH4 emission from rice paddies in Japan using the DNDC-Rice model, Sci Total Environ, vol.547, 2016.

E. Le-cadre, Modélisation de la volatilisation d'ammoniac en interaction avec les processus chimiques et biologiques du sol: le modèle Volt'Air, Thesis. ABIES, UMR INRA INAPG Environnement et Grandes Cultures de Grignon, 2004.

D. Makowski, A statistical analysis of ensembles of crop model responses to climate change factors. Agriculture and Forest Meteorology 214-215, pp.483-493, 2015.

P. Martin, C. Ronfort, D. Laroutis, V. Souchère, and C. Sebillotte, Cost of best management practices to combat agricultural runoff and comparison with the local populations' willingness to pay: Case of the Austreberthe watershed, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01198183

, Land Use Policy, vol.38, pp.454-466

H. Menzi, P. E. Katz, M. Fahrni, A. Neftel, and R. Frick, A simple empirical model based on regression analysis to estimate ammonia emissions after manure application, Atmospheric Environment, vol.32, pp.239-241, 1998.

C. Mignolet, C. Schott, and M. Benoit, Spatial dynamics of farming practices in the Seine basin: methods for agronomic approaches on a regional scale, Sci Total Environ, vol.375, pp.13-32, 2007.

T. H. Misselbrook, M. A. Sutton, and D. Scholefield, A simple process-based model for estimating ammonia emissions from agricultural land after fertilizer applications. Soil Use and Management, vol.20, pp.365-372, 2004.

J. Moldanová, P. Grennfelt, Å. Jonsson, D. Simpson, T. Spranger et al., Nitrogen as a threat to European air quality, The European Nitrogen Assessment. Sources, Effects and Policy Perspectives, pp.405-433, 2011.

P. Panagos, M. Van-liedekerke, A. Jones, and L. Montanarella, European Soil Data Centre: Response to European policy support and public data requirements, Land Use Policy, vol.29, pp.329-338, 2012.

V. Parnaudeau, R. Reau, and P. Dubrulle, A tool to assess N losses towards environment at the cropping system scale: the software Syst'N (in French), Innovations Agronomiques, vol.21, pp.59-70, 2012.

M. M. Ramanantenasoa, J. Gilliot, C. Mignolet, C. Bedos, E. Mathias et al., A new framework to estimate spatio-temporal Chapitre III : Méta-modélisation par type d'engrais, 2018.

S. Razavi, B. A. Tolson, and D. H. Burn, Review of surrogate modeling in water resources, Water Resour. Res, vol.48, p.7401, 2012.

A. Sanz-cobena, T. Misselbrook, V. Camp, and A. Vallejo, Effect of water addition and the urease inhibitor NBPT on the abatement of ammonia emission from surface applied urea, Atmospheric Environment, vol.45, pp.1517-1524, 2011.

A. Sanz-cobena, T. H. Misselbrook, A. Arce, J. I. Mingot, J. A. Diez et al., An inhibitor of urease activity effectively reduces ammonia emissions from soil treated with urea under Mediterranean conditions. Agriculture, Ecosystems & Environment, vol.126, pp.243-249, 2008.

J. Sintermann, A. Neftel, C. Ammann, C. Häni, A. Hensen et al., Are ammonia emissions from field-applied slurry substantially over-estimated in European emission inventories, Biogeosciences, vol.9, 2012.
URL : https://hal.archives-ouvertes.fr/hal-01019006

E. Smith, R. Gordon, C. Bourque, A. Campbell, S. Genermont et al., Simulated management effects on ammonia emissions from field applied manure, Journal of Environmental Management, vol.90, pp.2531-2536, 2009.
URL : https://hal.archives-ouvertes.fr/hal-01192121

H. T. Søgaard, S. G. Sommer, N. J. Hutchings, J. F. Huijsmans, D. W. Bussink et al., Ammonia volatilization from field-applied animal slurry-the ALFAM model, Atmospheric Environment, vol.36, pp.3309-3319, 2002.

S. G. Sommer, S. Génermont, P. Cellier, N. J. Hutchings, J. E. Olesen et al., Processes controlling ammonia emission from livestock slurry in the field, European Journal of Agronomy, vol.19, pp.37-43, 2003.

M. R. Theobald, A. G. Williams, J. Rosnolbet, A. Campbell, T. R. Cumby et al., An assessment of how process modelling can be used to estimate agricultural ammonia emissions and the efficacy of abatement techniques, vol.27, 2005.

R. Tibshirani, Regression shrinkage and selection via the lasso, Journal of the Royal Statistical Society. Series B, vol.58, pp.267-288, 1996.

, Livraison d'engrais & d'amendements minéraux basiques. Mémento de la statistique, UNIFA, vol.38, 2013.

T. J. Van-der-weerden, J. , and S. C. , Ammonia emission factors for N fertilizers applied to two contrasting grassland soils, Environmental Pollution, vol.95, pp.99-100, 1997.

N. Villa-vialaneix, M. Follador, M. Ratto, and A. Leip, A comparison of eight metamodeling techniques for the simulation of N2O fluxes and N leaching from corn crops, Environmental Modelling & Software, vol.34, pp.51-66, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00654753

P. Voylokov, D. Flura, C. Décuq, B. Durand, C. Labat et al., Open Science Conference Integreting impacts of air pollution and climate change on ecosystems, 2014.

, Références bibliographiques

. Agreste, Méthodologie Enquête sur les pratiques culturales en, 2006.

. Agreste, Pratiques culturales, AGRESTE Les Dossiers N° 8 -JUILLET 2010, vol.77, 2006.

. Agreste, Enquête Pratiques culturales 2011: Principaux résultats". AGRESTE Les Dossiers N° 21 -JUILLET 2014, vol.70, 2014.

L. Breiman, Random forests, Machine Learning, vol.45, pp.5-32, 2001.

W. Britz and A. Leip, Development of marginal emission factors for N losses from agricultural soils with the DNDC-CAPRI metamodel, Ecosystems & Environment, vol.133, pp.267-279, 2009.

T. Buechel, , 2017.

, Inventaire des émissions de polluants atmosphériques et de gaz à effet de serre en France -Séries sectorielles et analyses étendues -Format SECTEN, CITEPA, vol.320, 2018.

. Comifer, Prise en compte de la volatilisation ammoniacale des engrais mineraux. Comité Français d'Étude et de Développement de la Fertilisation Raisonnée, vol.7, 2013.

K. Dufossé, J. M. Gilliot, M. M. Ramanantenasoa, P. Voylokov, S. Génermont et al., Using the bottom-up inventory method CADASTRE_NH3 to assess the efficiency of mitigation techniques to reduce ammonia emissions in France, 20th Nitrogen Workshop Coupling C-N-P-S cycles, 2018.

K. Dufossé, M. M. Ramanantenasoa, C. Mignolet, R. Trochard, J. M. Gilliot et al., An overview of nitrogen fertilisation practices in France, 20th Nitrogen Workshop Coupling C-N-P-S cycles, 2018.

Y. Durand, E. Brun, L. Merindol, G. Guyomarc'h, B. Lesaffre et al., A Meteorological estimation of relevant parameters for snow models, Annals of Glaciology, vol.18, pp.65-71, 1993.

. Eclaire-fp7, NH3 emission model for agricultural management. Deliverable -Seventh Framework Programme ECLAIRE project, N ° 282910, vol.16, 2014.

. Emep/eea, Air pollutant emission inventory guidebook 2016. Part B, Chapter 3.B Manure management, vol.62, 2016.

. Emep/eea, European Monitoring and Evaluation Programme/European Environment Agency, Crop production and agricultural soils 2016, p.41, 2016.

I. Fao, . Isric, and J. Iss-cas, Harmonized World Soil Database (Version 1.2), FAO, 2012.

J. C. Fies and T. Panini, Infiltrabilité et caractéristiques physiques de croûtes formées sur massifs d'agrégats initialement secs ou humides soumis à des pluies simulées, Agronomie, vol.15, pp.205-220, 1995.

L. Garcia, S. Génermont, C. Bedos, N. N. Simon, P. Garnier et al., Accounting for Surface Cattle Slurry in Ammonia Volatilization Models: The Case of Volt'Air, Soil Science Society of America Journal, vol.76, 2012.
URL : https://hal.archives-ouvertes.fr/hal-01000926

S. Génermont, Modélisation de la volatilisation d'ammoniac après épandage de lisier sur parcelle agricole, vol.331, 1996.

S. Génermont, Ammonia volatilisation after application of fertilisers and organic products: Potential for updating emission factors, Proceedings International Fertiliser Society 762, vol.44, p.pp, 2014.

S. Génermont and P. Cellier, A mechanistic model for estimating ammonia volatilization from slurry applied to bare soil, Agricultural and Forest Meteorology, vol.88, pp.145-167, 1997.

S. Génermont, J. Gilliot, M. M. Ramanantenasoa, O. Maury, C. Mignolet et al., Réalisation de cadastres dynamiques des émissions d'ammoniac liées à la fertilisation azotée aux échelles régionale et nationale (Spatial and temporal high-resolution inventory of ammonia emissions from agricultural soils over France at regional and national scales), Convention ADEME n° 1081C0031. Final report. 90 pp + annexes, 2015.

, MARS Bulletin, vol.16, issue.6, 2008.

E. Le-cadre, Modélisation de la volatilisation d'ammoniac en interaction avec les processus chimiques et biologiques du sol: le modèle Volt'Air, Thesis. ABIES, UMR INRA INAPG Environnement et Grandes Cultures de Grignon, 2004.

D. R. Loycker, B. F. Pain, and J. V. Klarenbeek, Ammonia emission from cattle, pig and poultry wastes applied to pasture, Environmental Pollution, vol.56, 1989.

P. Martin, C. Ronfort, D. Laroutis, V. Souchère, and C. Sebillotte, Cost of best management practices to combat agricultural runoff and comparison with the local populations' willingness to pay: Case of the Austreberthe watershed, Land Use Policy, vol.38, pp.454-466, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01198183

T. H. Misselbrook, M. A. Sutton, and D. Scholefield, A simple process-based model for estimating ammonia emissions from agricultural land after fertilizer applications. Soil Use and Management, vol.20, pp.365-372, 2004.

T. H. Misselbrook, T. J. Van-der-weerden, B. F. Pain, S. C. Jarvis, B. J. Chambers et al., Ammonia emission factors for UK agriculture, Atmospheric Environment, vol.34, pp.871-880, 2000.

P. Panagos, M. Van-liedekerke, A. Jones, and L. Montanarella, European Soil Data Centre: Response to European policy support and public data requirements, Land Use Policy, vol.29, pp.329-338, 2012.

N. Paris, L'excrément de chenilles, l'engrais de demain ?, "l'édition du soir, 2018.

M. M. Ramanantenasoa, S. Genermont, J. Gilliot, C. Bedos, and D. Makowski, Metamodels for estimating ammonia volatilization from nitrogen fertilizer and manure applications, Journal of Environmental Management

M. M. Ramanantenasoa, J. Gilliot, C. Mignolet, C. Bedos, E. Mathias et al., A new framework to estimate spatio-temporal ammonia emissions due to nitrogen fertilization in France, Science of The Total Environment, vol.645, pp.205-219, 2018.

P. Rochette, Gestion des engrais minéraux et organiques: volatilisation de l'ammoniac. Colloque en agroenvironnement, vol.27, p.pp, 2008.

A. Sanz-cobena, T. Misselbrook, V. Camp, and A. Vallejo, Effect of water addition and the urease inhibitor NBPT on the abatement of ammonia emission from surface applied urea, Atmospheric Environment, vol.45, pp.1517-1524, 2011.

A. Sanz-cobena, T. H. Misselbrook, A. Arce, J. I. Mingot, J. A. Diez et al., An inhibitor of urease activity effectively reduces ammonia emissions from soil treated with urea under Mediterranean conditions. Agriculture, Ecosystems & Environment, vol.126, pp.243-249, 2008.

S. Tétaud, Madagascar: de l'engrais biologique à partir des déjections de chauves-souris, Afrique économie, 2017.

M. R. Theobald, A. G. Williams, J. Rosnoblet, C. Campbell, T. R. Cumby et al., An assessment of how process modelling can be used to estimate agricultural ammonia emissions and the efficacy of abatement techniques, 2005.

, Livraisons d'engrais & d'amendements minéraux basiques. Memento de la Statistique, UNIFA, 2013.

T. J. Van-der-weerden, J. , and S. C. , Ammonia emission factors for N fertilizers applied to two contrasting grassland soils, Environmental Pollution, vol.95, pp.99-100, 1997.

M. N. Wright and A. Ziegler, ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R, Journal of Statistical Software, vol.77, 2017.

B. Bessagnet, A. Hodzic, R. Vautard, M. Beekmann, S. Cheinet et al., Aerosol modeling with CHIMERE -preliminary evaluation at the continental scale, Atmospheric Environment, vol.38, pp.2803-2817, 2004.
URL : https://hal.archives-ouvertes.fr/hal-00518777

B. Bessagnet, L. Menut, G. Aymoz, H. Chepfer, and R. Vautard, Modelling dust emissions and transport within Europe: the Ukraine March 2007 event, Journal of Geophysical Research, vol.113, p.13, 2008.

R. Dupas, V. Parnaudeau, R. Reau, M. Jeuffroy, P. Durand et al., Integrating local knowledge and biophysical modeling to assess nitrate losses from cropping systems in drinking water protection areas, Environmental Modelling & Software, vol.69, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01215315

. Emep/eea, Air pollutant emission inventory guidebook 2016. Part B, Chapter 3.B Manure management, vol.62, 2016.

. Emep/eea, European Monitoring and Evaluation Programme/European Environment Agency, Crop production and agricultural soils 2016, p.41, 2016.

S. Génermont and P. Cellier, A mechanistic model for estimating ammonia volatilization from slurry applied to bare soil, Agricultural and Forest Meteorology, vol.88, pp.145-167, 1997.

L. Hamaoui-laguel, F. Meleux, M. Beekmann, B. Bessagnet, S. Génermont et al., Improving ammonia emissions in air quality modelling for France, Atmospheric Environment, vol.92, pp.584-595, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01192473

C. Honoré, L. Rouïl, R. Vautard, M. Beekmann, B. Bessagnet et al., Predictability of European air quality: The assessment of three years of operational forecasts and analyses by the PREV'AIR system, Journal of Geophysical Research, vol.113, 2008.

L. Letinois, Présentation de l'inventaire national spatialisé des émissions atmosphériques pour le suivi des substances de la Directive Cadre sur l'Eau. Rapport final. INERIS, vol.31, p.pp, 2012.

J. Machet and P. Dubrulle, Fertilisation azotée des cultures : la nouvelle méthode AzoFert. Journée d'information du 6 février, Agroscope Changins-Wädenswil ACW, vol.5, p.pp, 2009.

V. Parnaudeau, R. Reau, and P. Dubrulle, A tool to assess N losses towards environment at the cropping system scale: the software Syst'N (in French), Innovations Agronomiques, vol.21, pp.59-70, 2012.

M. M. Ramanantenasoa, J. Gilliot, C. Mignolet, C. Bedos, E. Mathias et al., A new framework to estimate spatio-temporal ammonia emissions due to nitrogen fertilization in France, Science of The Total Environment, vol.645, pp.205-219, 2018.

L. Rouil, C. Honoré, R. Vautard, M. Beekmann, B. Bessagnet et al., PREV'AIR: an operational forecasting and mapping system for air quality in Europe, Bulletin of the American Meteorological Society, vol.90, pp.73-83, 2009.
URL : https://hal.archives-ouvertes.fr/ineris-00961933

M. C. Chantigny, P. Rochette, D. A. Angers, D. Massé, and D. Côté, Ammonia volatilization and selected soil characteristics following application of anaerobically digested pig slurry, Soil Science Society of America Journal, vol.68, 2004.

. Emep/eea, Air pollutant emission inventory guidebook 2013: Crop production and agricultural soils, p.43, 2013.

. Emep/eea, Air pollutant emission inventory guidebook 2013: Manure Management, p.65, 2013.

L. Garcia, S. Génermont, C. Bedos, N. N. Simon, P. Garnier et al., Accounting for Surface Cattle Slurry in Ammonia Volatilization Models: The Case of Volt'Air, Soil Science Society of America Journal, vol.76, 2012.
URL : https://hal.archives-ouvertes.fr/hal-01000926

S. Génermont and P. Cellier, A mechanistic model for estimating ammonia volatilization from slurry applied to bare soil, Agricultural and Forest Meteorology, vol.88, 1997.

G. Gosse, P. Cellier, P. Denoroy, B. Gabrielle, P. Laville et al., Water, carbon and nitrogen cycling in a rendzina soil cropped with winter oilseed rape: the Châlons Oilseed Rape Database, Agronomie, vol.19, pp.119-124, 1999.

J. F. Huijsmans, J. M. Hol, and G. D. Vermeulen, Effect of application method, manure characteristics, weather and field conditions on ammonia volatilization from manure applied to arable land, Atmospheric Environment, vol.37, pp.450-453, 2003.

J. F. Huijsmans, H. Holterma, G. D. Vermeulen, A. J. Stolk, and . Van-pul, Simulating emission of ammonia after liquid manure application on arable land; Preliminary performance assessment of the Volt'Air model for manure application conditions in the Netherlands, Plant Research International, p.32, 2014.

E. Le-cadre, Modélisation de la volatilisation d'ammoniac en interaction avec les processus chimiques et biologiques du sol: le modèle Volt'Air, p.315, 2004.

E. Le-cadre, S. Génermont, C. Bedos, S. Recous, and P. Cellier, Adapting the mechanistic model volt'air to model ammonia volatilisation from industrial fertilisers applied to bare soil as Annexes 161 related to chemical and biological processes at the soil surface, Open Science Conference on Reactive Nitrogen and the European Greenhouse Gas Balance, 2008.

B. Loubet, S. Génermont, R. Ferrara, C. Bedos, C. Decuq et al., An inverse model to estimate ammonia emissions from fields, European Journal of Soil Science, vol.61, pp.793-805, 2010.
URL : https://hal.archives-ouvertes.fr/hal-01192231

P. Rochette, M. H. Chantigny, D. A. Angers, N. Bertrand, and D. Cote, Ammonia volatilization and soil nitrogen dynamics following fall application of pig slurry on canola crop residues, Canadian Journal of Soil Science, vol.81, pp.515-523, 2001.

,

E. Smith, R. Gordon, C. Bourque, and A. Campbell, Comparison of three simple field methods for ammonia volatilization from manure, Canadian Journal of Soil Science, vol.87, pp.469-477, 2007.

E. L. Smith, Evaluation of ammonia, nitrous oxide and odour emissions from surface applied liquid and solide swine manure". Doctor of Philosophy, Faculty of Forestry and Environmental Management, p.199, 2008.

E. Smith, R. Gordon, C. Bourque, A. Campbell, S. Génermont et al., Simulating ammonia loss from surface applied manure, Canadian Journal of Soil Science, vol.89, pp.357-367, 2009.
URL : https://hal.archives-ouvertes.fr/hal-01192084

. Agreste, Méthodologie Enquête sur les pratiques culturales en, Agreste Chiffres et Données Agriculture, p.11, 2006.

. Agreste, Pratiques culturales, Agreste Les Dossiers, p.86, 2006.

C. Mignolet, C. Schott, and M. Benoit, Spatial dynamics of farming practices in the Seine basin: methods for agronomic approaches on a regional scale, Sci Total Environ, vol.375, pp.13-32, 2007.

J. H. Ward, Hierarchical grouping to optimize an objective function, Journal of the American Statistical Association, vol.58, p.236, 1963.