K. Adachi and Y. Tainosho, Characterization of heavy metal particles embedded in tire dust, Environment International, vol.30, issue.8, pp.1009-1017, 2004.
DOI : 10.1016/j.envint.2004.04.004

, AIRPARIF: Airparif ? Association de surveillance de la qualité de l'air en Île-de-France, p.30, 2012.

L. Airparif, Source apportionment of airborne particles in the Ile-de-France region, 2012.

M. Bressi, Sources and geographical origins of fine aerosols in Paris PM 10 metal concentrations and source identification using positive matrix factorization and wind sectoring in a French industrial zone, Atmos. Res, vol.96, pp.612-625, 2010.

C. Alves, C. Gonçalves, A. P. Fernandes, L. Tarelho, and C. Pio, Fireplace and woodstove fine particle emissions from combustion of western Mediterranean wood types, Atmospheric Research, vol.101, issue.3, pp.692-700, 2011.
DOI : 10.1016/j.atmosres.2011.04.015

F. Amato and P. K. Hopke, Source apportionment of the ambient PM2.5 across St. Louis using constrained positive matrix factorization, Atmospheric Environment, vol.46, pp.329-337, 2012.
DOI : 10.1016/j.atmosenv.2011.09.062

Z. J. Andersen, P. Wahlin, O. Raaschou-nielsen, T. Scheike, and S. Loft, Ambient particle source apportionment and daily hospital admissions among children and elderly in Copenhagen, Journal of Exposure Science & Environmental Epidemiology, vol.37, issue.35, pp.625-636, 2007.
DOI : 10.1016/j.atmosenv.2003.08.032

. Aphekom, Improving Knowledge and Communication for Decision Making on Air Pollution and Health in Europe, Local city report, pp.201-203, 2011.

. Aphekom and . Aphekom, , 2012.

L. L. Ashbaugh, W. C. Malm, and W. Z. Sadeh, A residence time probability analysis of sulfur concentrations at grand Canyon National Park, Atmospheric Environment (1967), vol.19, issue.8, pp.1263-127010, 1985.
DOI : 10.1016/0004-6981(85)90256-2

M. Beekmann, A. S. Prévôt, F. Drewnick, J. Sciare, S. N. Pandis et al., Regional emissions control fine particulate matter levels in the Paris Megacity, 2014.

B. A. Begum, S. K. Biswas, A. Markwitz, and P. K. Hopke, Identification of Sources of Fine and Coarse Particulate Matter in Dhaka, Bangladesh, Aerosol and Air Quality Research, vol.10, issue.4, pp.345-353, 2010.
DOI : 10.4209/aaqr.2009.12.0082

C. A. Belis, F. Karagulian, B. R. Larsen, and P. K. Hopke, Critical review and meta-analysis of ambient particulate matter source apportionment using receptor models in Europe, Atmospheric Environment, vol.69, pp.94-108, 2013.
DOI : 10.1016/j.atmosenv.2012.11.009

J. A. Bernstein, N. Alexis, C. Barnes, I. L. Bernstein, J. A. Bernstein et al., Health effects of air pollution, Journal of Allergy and Clinical Immunology, vol.114, issue.5, pp.1116-1123, 2004.
DOI : 10.1016/j.jaci.2004.08.030

B. Bessagnet, A. Hodzic, O. Blanchard, M. Lattuati, L. Bihan et al., Origin of particulate matter pollution episodes in wintertime over the Paris Basin, Atmospheric Environment, vol.39, issue.33, pp.6159-6174, 2005.
DOI : 10.1016/j.atmosenv.2005.06.053
URL : https://hal.archives-ouvertes.fr/ineris-00962965

M. Bressi, Les aérosols fins en Ile-de-France: chimie, sources et origines géographiques, 2012.

M. Bressi, J. Sciare, V. Ghersi, N. Bonnaire, J. B. Nicolas et al., A one-year comprehensive chemical characterisation of fine aerosol (PM_2.5) at urban, suburban and rural background sites in the region of Paris (France), Atmospheric Chemistry and Physics Discussions, vol.12, issue.11, pp.7825-784410, 2013.
DOI : 10.5194/acpd-12-29391-2012-supplement

F. Canonaco, M. Crippa, J. G. Slowik, U. Baltensperger, and A. S. Prévôt, SoFi, an IGOR-based interface for the efficient use of the generalized multilinear engine (ME-2) for the source apportionment: ME-2 application to aerosol mass spectrometer data, Atmospheric Measurement Techniques, vol.6, issue.12, pp.3649-366110, 2013.
DOI : 10.5194/amt-6-3649-2013-supplement

R. B. Cattell, The Scree Test For The Number Of Factors, Multivariate Behavioral Research, vol.1, issue.2, pp.245-27610, 1966.
DOI : 10.1207/s15327906mbr0102_10

F. Cavalli, M. Viana, K. E. Yttri, J. Genberg, and J. Putaud, Toward a standardised thermal-optical protocol for measuring atmospheric organic and elemental carbon: the EUSAAR protocol, Atmos. Meas. Tech, vol.35194, pp.79-8910, 2010.

, CITEPA: Inventaire des émissions de polluants atmosphériques en France ? Séries sectorielles et analyses étendues, p.25, 2010.

, CITEPA: Inventaire des émissions de polluants atmosphériques et de gaz à effet de serre en France ? Séries sectorielles et analyses étendues, available at: http://www.citepa.org/en/activities/ emission-inventories/secten (last access, p.13, 2012.

S. L. Clegg, P. Brimblecombe, and A. S. Wexler, O at Tropospheric Temperatures, The Journal of Physical Chemistry A, vol.102, issue.12, pp.2137-215410, 1998.
DOI : 10.1021/jp973042r

J. Cooper and J. Watson, Receptor Oriented Methods of Air Particulate Source Apportionment, Journal of the Air Pollution Control Association, vol.30, issue.10, pp.1116-1125, 1980.
DOI : 10.1080/00022470.1980.10465157

M. Crippa, F. Canonaco, J. G. Slowik, I. Haddad, P. F. De-carlo et al., Primary and secondary organic aerosol origin by combined gas-particle phase source apportionment, Atmos. Chem. Phys, vol.135194, pp.8411-842610, 2013.
DOI : 10.5194/acpd-13-8537-2013
URL : https://hal.archives-ouvertes.fr/hal-01662683

M. Crippa, P. F. Decarlo, J. G. Slowik, C. Mohr, M. F. Heringa et al., Wintertime aerosol chemical composition and source apportionment of the organic fraction in the metropolitan area of Paris, Atmos. Chem. Phys, vol.135194, pp.961-98110, 2013.
URL : https://hal.archives-ouvertes.fr/hal-01662669

P. J. Crutzen and J. G. Goldammer, Fire in the Environment: The Ecological, Atmospheric, and Climatic Importance of Vegetation Fires, 1993.

A. C. Davison and D. V. Hinkley, Bootstrap Methods and Their Application, 1997.
DOI : 10.1017/CBO9780511802843

R. R. Draxler and G. D. Hess, Description of the HYSPLIT_4 modeling system, Air Resources Laboratory, 1997.

R. R. Draxler and G. D. Rolph, HYSPLIT (Hybrid Single Particle Lagrangian Integrated Trajectory), NOAA Air Ressources Laboratory, p.6, 2011.

F. Dulac, P. Buatmenard, M. Arnold, U. Ezat, M. et al., Atmospheric input of trace metals to the western Mediterranean Sea: 1. Factors controlling the variability of atmospheric concentrations, Journal of Geophysical Research, vol.183, issue.D7, pp.8437-8453, 1987.
DOI : 10.1126/science.183.4121.198

B. Efron, Bootstrap Methods: Another Look at the Jackknife, The Annals of Statistics, vol.7, issue.1, pp.1-26, 1977.
DOI : 10.1214/aos/1176344552

B. Efron and R. Tibshirani, An Introduction to the Bootstrap, 1993.
DOI : 10.1007/978-1-4899-4541-9

E. Haddad, I. Marchand, N. Dron, J. Temime-roussel, B. Quivet et al., Comprehensive primary particulate organic characterization of vehicular exhaust emissions in France, Atmospheric Environment, vol.43, issue.39, pp.6190-6198, 2009.
DOI : 10.1016/j.atmosenv.2009.09.001
URL : https://hal.archives-ouvertes.fr/insu-00497880

E. Eriksson, The Yearly Circulation of Chloride and Sulfur in Nature ? Meteorological, Geochemical and Pedological Implications, pp.375-403, 1959.

. Eurostat, , p.30, 2012.

O. Favez, H. Cachier, J. Sciare, R. Sarda-esteve, and L. Martinon, Evidence for a significant contribution of wood burning aerosols to PM2.5 during the winter season in Paris, France, Atmospheric Environment, vol.43, issue.22-23, pp.3640-3644, 2009.
DOI : 10.1016/j.atmosenv.2009.04.035
URL : https://hal.archives-ouvertes.fr/hal-00431145

O. Favez, I. Haddad, C. Piot, A. Boréave, E. Abidi et al., Inter-comparison of source apportionment models for the estimation of wood burning aerosols during wintertime in an Alpine city, Atmos. Chem. Phys, vol.105194, pp.5295-531410, 2010.
URL : https://hal.archives-ouvertes.fr/insu-00554330

P. M. Fine, G. R. Cass, and B. R. Simoneit, Chemical Characterization of Fine Particle Emissions from Fireplace Combustion of Woods Grown in the Northeastern United States, Environmental Science & Technology, vol.35, issue.13, pp.2665-267510, 2001.
DOI : 10.1021/es001466k

P. M. Fine, G. R. Cass, and B. R. Simoneit, Chemical Characterization of Fine Particle Emissions from the Fireplace Combustion of Woods Grown in the Southern United States, Environmental Science & Technology, vol.36, issue.7, pp.1442-145110, 1021.
DOI : 10.1021/es0108988

P. M. Fine, G. R. Cass, and B. R. Simoneit, Chemical Characterization of Fine Particle Emissions from the Fireplace Combustion of Wood Types Grown in the Midwestern and Western United States, Environmental Engineering Science, vol.21, issue.3, pp.387-40910, 2004.
DOI : 10.1089/109287504323067021

J. W. Fitzgerald, Marine aerosols: A review, Atmospheric Environment. Part A. General Topics, vol.25, issue.3-4, pp.533-5450960, 1016.
DOI : 10.1016/0960-1686(91)90050-H

P. Forster, V. Ramaswamy, P. Artaxo, T. Berntsen, R. Betts et al., Changes in atmospheric constituents and in radiative forcing, Climate Change 2007: the Physical Science Basis, Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, 2007.

M. P. Fraser, G. R. Cass, and B. R. Simoneit, Gas-Phase and Particle-Phase Organic Compounds Emitted from Motor Vehicle Traffic in a Los Angeles Roadway Tunnel, Environmental Science & Technology, vol.32, issue.14, pp.2051-206010, 1998.
DOI : 10.1021/es970916e

F. Freutel, J. Schneider, F. Drewnick, S. Von-der-weiden-reinmüller, M. Crippa et al., Aerosol particle measurements at three stationary sites in the megacity of Paris during summer 2009: meteorology and air mass origin dominate aerosol particle composition and size distribution, Atmos. Chem. Phys, vol.135194, pp.933-95910, 2013.
URL : https://hal.archives-ouvertes.fr/hal-01089505

B. D. Garg, S. H. Cadle, P. A. Mulawa, P. J. Groblicki, C. Laroo et al., Brake Wear Particulate Matter Emissions, Environ. Sci. Technol, vol.34, pp.4463-446910, 2000.

V. Ghersi, A. Rosso, S. Moukhtar, P. Lameloise, J. Sciare et al., A comprehensive source apportionment study of fine aerosol (PM 2.5 ) in the region, Numéro Spécial, pp.63-72, 2010.

V. Ghersi, A. Rosso, S. Moukhtar, K. Léger, J. Sciare et al., Sources of fine aerosol (PM 2.5 ) in the region of Paris, Pollution Atmosphérique, Numéro Spécial, 2012.

M. Giugliano, G. Lonati, P. Butelli, L. Romele, R. Tardivo et al., Fine particulate (PM2.5???PM1) at urban sites with different traffic exposure, Atmospheric Environment, vol.39, issue.13, pp.2421-2431, 2005.
DOI : 10.1016/j.atmosenv.2004.06.050

G. E. Gordon, Receptor models, Environmental Science & Technology, vol.14, issue.7, pp.792-800, 1980.
DOI : 10.1021/es60167a006

J. Gu, M. Pitz, J. Schnelle-kreis, J. Diemer, A. Reller et al., Source apportionment of ambient particles: Comparison of positive matrix factorization analysis applied to particle size distribution and chemical composition data, Atmospheric Environment, vol.45, issue.10, pp.1849-1857, 2011.
DOI : 10.1016/j.atmosenv.2011.01.009

M. Bressi, Sources and geographical origins of fine aerosols in Geochemical perspectives from a new aerosol chemical mass closure, Atmos. Chem. Phys, vol.75194, pp.1657-167010, 1657.

R. C. Henry, Multivariate receptor models???current practice and future trends, Chemometrics and Intelligent Laboratory Systems, vol.60, issue.1-2, pp.43-48, 2002.
DOI : 10.1016/S0169-7439(01)00184-8

R. C. Henry, E. S. Park, and C. H. Spiegelman, Comparing a new algorithm with the classic methods for estimating the number of factors, Chemometrics and Intelligent Laboratory Systems, vol.48, issue.1, pp.91-9710, 1999.
DOI : 10.1016/S0169-7439(99)00015-5

L. M. Hildemann, G. R. Markowski, C. , and G. R. , Chemical composition of emissions from urban sources of fine organic aerosol, Environmental Science & Technology, vol.25, issue.4, pp.744-75910, 1991.
DOI : 10.1021/es00016a021

A. Hodzic, R. Vautard, B. Bessagnet, M. Lattuati, and F. Moreto, Long-term urban aerosol simulation versus routine particulate matter observations, Atmospheric Environment, vol.39, issue.32, pp.5851-5864, 2005.
DOI : 10.1016/j.atmosenv.2005.06.032
URL : https://hal.archives-ouvertes.fr/ineris-00962968

D. Hoffmann, A. Tilgner, Y. Iinuma, H. , and H. , Atmospheric Stability of Levoglucosan: A Detailed Laboratory and Modeling Study, Environmental Science & Technology, vol.44, issue.2, pp.694-69910, 2009.
DOI : 10.1021/es902476f

P. K. Hopke, The Application of Factor Analysis to Urban Aerosol Source Resolution, ACS Symposium Series, 1981.
DOI : 10.1021/bk-1981-0167.ch002

P. K. Hopke, Receptor Modeling in Environmental Chemistry, 1985.

P. K. Hopke, K. Ito, T. Mar, W. F. Christensen, D. J. Eatough et al., PM source apportionment and health effects: 1. Intercomparison of source apportionment results, Journal of Exposure Science & Environmental Epidemiology, vol.38, issue.S1, pp.275-286, 2006.
DOI : 10.1080/02786820390229589
URL : https://www.nature.com/articles/7500458.pdf

Y. K. Hsu, T. M. Holsen, and P. K. Hopke, Comparison of hybrid receptor models to locate PCB sources in Chicago, Atmospheric Environment, vol.37, issue.4, pp.545-562, 2003.
DOI : 10.1016/S1352-2310(02)00886-5

I. Hwang and P. K. Hopke, Estimation of source apportionment and potential source locations of PM2.5 at a west coastal IMPROVE site, Atmospheric Environment, vol.41, issue.3, pp.506-518, 2007.
DOI : 10.1016/j.atmosenv.2006.08.043

Y. Iinuma, G. Engling, H. Puxbaum, H. , and H. , A highly resolved anion-exchange chromatographic method for determination of saccharidic tracers for biomass combustion and primary bio-particles in atmospheric aerosol, Atmospheric Environment, vol.43, issue.6, pp.1367-1371, 2009.
DOI : 10.1016/j.atmosenv.2008.11.020

, Climate Change 2007: Synthesis Report. A Contribution of Working Groups I, II and III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Core Writing Team, IPCC (Intergovernmental Panel on Climate Change), 2007.

I. S. Isaksen, C. Granier, G. Myhre, T. K. Berntsen, S. B. Dalsøren et al., Atmospheric composition change: Climate???Chemistry interactions, Atmospheric Environment, vol.43, issue.33, pp.5138-5192, 2009.
DOI : 10.1016/j.atmosenv.2009.08.003
URL : https://hal.archives-ouvertes.fr/hal-00422520

A. Jaecker-voirol and P. Pelt, PM10 emission inventory in Ile de France for transport and industrial sources: PM10 re-suspension, a key factor for air quality, Environmental Modelling & Software, vol.15, issue.6-7, pp.575-58110, 2000.
DOI : 10.1016/S1364-8152(00)00044-X

H. Jang, Y. Seo, J. Lee, K. Hwang, J. Yoo et al., Formation of fine particles enriched by V and Ni from heavy oil combustion: Anthropogenic sources and drop-tube furnace experiments, Atmospheric Environment, vol.41, issue.5, pp.1053-1063, 2007.
DOI : 10.1016/j.atmosenv.2006.09.011

C. H. Jeong, M. L. Mcguire, D. Herod, T. Dann, E. Dabek-zlotorzynska et al., Receptor model based identification of PM2.5 sources in Canadian cities, Receptor model based identification of PM 2.5 sources in Canadian cities, pp.158-171, 2011.
DOI : 10.5094/APR.2011.021

U. Jeong, J. Kim, H. Lee, J. Jung, Y. J. Kim et al., Estimation of the contributions of long range transported aerosol in East Asia to carbonaceous aerosol and PM concentrations in Seoul, Korea using highly time resolved measurements: a PSCF model approach, Journal of Environmental Monitoring, vol.108, issue.D9, pp.10-1039, 1905.
DOI : 10.1029/2002JD002632

H. Junninen, J. Mønster, M. Rey, J. Cancelinha, K. Douglas et al., Quantifying the Impact of Residential Heating on the Urban Air Quality in a Typical European Coal Combustion Region, Quantifying the Impact of Residential Heating on the Urban Air Quality in a Typical European Coal Combustion Region, pp.7964-797010, 1021.
DOI : 10.1021/es8032082

F. Karagulian and C. A. Belis, European Commission, JRC, Unit Climate Change and Air Quality, Ispra, Italy, 14th Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, p.27, 2011.

A. A. Karanasiou, P. A. Siskos, and K. Eleftheriadis, Assessment of source apportionment by Positive Matrix Factorization analysis on fine and coarse urban aerosol size fractions, Atmospheric Environment, vol.43, issue.21, pp.3385-3395, 2009.
DOI : 10.1016/j.atmosenv.2009.03.051

P. Kennedy and J. Gadd, Preliminary examination of trace elements in tyres, brake pads and road bitumen in New Zealand, Prepared for Ministry of Transport, 2003.

E. Kim and P. K. Hopke, Comparison between Conditional Probability Function and Nonparametric Regression for Fine Particle Source Directions, Atmospheric Environment, vol.38, issue.28, pp.4667-4673, 2004.
DOI : 10.1016/j.atmosenv.2004.05.035

E. Kim, P. K. Hopke, and E. S. Edgerton, Source Identification of Atlanta Aerosol by Positive Matrix Factorization, Journal of the Air & Waste Management Association, vol.53, issue.6, pp.731-739, 2003.
DOI : 10.1080/10473289.2003.10466209
URL : https://www.tandfonline.com/doi/pdf/10.1080/10473289.2003.10466209?needAccess=true

E. Kim, P. K. Hopke, T. V. Larson, and D. S. Covert, Analysis of Ambient Particle Size Distributions Using Unmix and Positive Matrix Factorization, Environmental Science & Technology, vol.38, issue.1, pp.202-209, 2004.
DOI : 10.1021/es030310s

S. Krupa, Effects of atmospheric ammonia (NH3) on terrestrial vegetation: a review, Environmental Pollution, vol.124, issue.2, pp.179-22110, 2003.
DOI : 10.1016/S0269-7491(02)00434-7

S. Kundu, K. Kawamura, T. W. Andreae, A. Hoffer, and M. O. Andreae, Molecular distributions of dicarboxylic acids, ketocarboxylic acids and ??-dicarbonyls in biomass burning aerosols: implications for photochemical production and degradation in smoke layers, Atmospheric Chemistry and Physics Discussions, vol.9, issue.5, pp.2209-222510, 2010.
DOI : 10.5194/acpd-9-19783-2009

D. A. Lack, J. J. Corbett, T. Onasch, B. Lerner, P. Massoli et al., Particulate emissions from commercial shipping: Chemical, physical, and optical properties, Journal of Geophysical Research, vol.42, issue.1, pp.0-0410, 1029.
DOI : 10.1029/2008JD011300
URL : https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2008JD011300

B. R. Larsen, S. Gilardoni, K. Stenström, J. Niedzialek, J. Jimenez et al., Sources for PM air pollution in the Po Plain, Italy: II. Probabilistic uncertainty characterization and sensitivity analysis of secondary and primary sources, Atmospheric Environment, vol.50, pp.203-213, 2012.
DOI : 10.1016/j.atmosenv.2011.12.038

D. S. Lee, I. Köhler, E. Grobler, F. Rohrer, R. Sausen et al., Estimations of global no, emissions and their uncertainties, Atmospheric Environment, vol.31, issue.12, pp.1735-174910, 1997.
DOI : 10.1016/S1352-2310(96)00327-5

P. K. Lee, J. R. Brook, E. Dabek-zlotorzynska, and S. A. Mabury, Identification of the Major Sources Contributing to PM 2

T. Observed-in, Environ. Sci. Technol, vol.37, pp.4831-4840, 2003.

L. Priol, T. Favez, O. Amato, F. Moukhtar, S. Sciare et al., Impact de la remise en suspension par le trafic sur le niveau de PM 10 en Ile-de-France, Direction régionale et interdépartementale de l'Equipement et de l'Aménagement ILE, 2013.

J. Li, Individual aerosol particles from biomass burning in southern Africa: 2, Compositions and aging of inorganic particles, Journal of Geophysical Research: Atmospheres, vol.108, issue.47, pp.10-1029, 2003.
DOI : 10.1029/2002JD002322

H. B. Locker, The Use of Levoglucosan to Assess the Environmental Impact of Residential Wood-burning on Air Quality, 1988.

J. Logan, Nitrogen oxides in the troposphere: Global and regional budgets, Journal of Geophysical Research, vol.86, issue.3, pp.785-80710, 1983.
DOI : 10.1029/JC086iC04p03173

E. R. Malinowski, Determination of the number of factors and the experimental error in a data matrix, Analytical Chemistry, vol.49, issue.4, pp.612-61710, 1977.
DOI : 10.1021/ac50012a027

N. N. Maykut, J. Lewtas, E. Kim, and T. V. Larson, at an Urban IMPROVE Site in Seattle, Washington, Environmental Science & Technology, vol.37, issue.22, pp.5135-514210, 2003.
DOI : 10.1021/es030370y

L. Mcinnes, D. Covert, P. Quinn, and M. Germani, Measurements of chloride depletion and sulfur enrichment in individual sea-salt particles collected from the remote marine boundary layer, Journal of Geophysical Research, vol.95, issue.8, pp.8257-826810, 1994.
DOI : 10.1029/JD095iD02p01779

C. A. Miller, W. P. Linak, C. King, and J. O. Wendt, Fine Particle Emissions from Heavy Fuel Oil Combustion in a Firetube Package Boiler, Combustion Science and Technology, vol.142, issue.1, pp.477-502, 1998.
DOI : 10.1080/00102209408951863

M. C. Minguillón, X. Querol, U. Baltensperger, and A. S. Prévôt, Fine and coarse PM composition and sources in rural and urban sites in Switzerland: Local or regional pollution?, Science of The Total Environment, vol.427, issue.428, pp.427-428, 2012.
DOI : 10.1016/j.scitotenv.2012.04.030

M. J. Molina and L. T. Molina, Megacities and Atmospheric Pollution, Journal of the Air & Waste Management Association, vol.54, issue.6, pp.644-680, 2004.
DOI : 10.1017/CBO9780511528576

D. Mooibroek, M. Schaap, E. P. Weijers, and R. Hoogerbrugge, Source apportionment and spatial variability of PM2.5 using measurements at five sites in the Netherlands, Atmospheric Environment, vol.45, issue.25, pp.4180-4191, 2011.
DOI : 10.1016/j.atmosenv.2011.05.017

T. Moreno, X. Querol, A. Alastuey, J. De-la-rosa, A. M. Sánchez-de-la-campa et al., Variations in vanadium, nickel and lanthanoid element concentrations in urban air, Science of The Total Environment, vol.408, issue.20, pp.4569-4579, 2010.
DOI : 10.1016/j.scitotenv.2010.06.016

S. M. Murphy, H. Agrawal, A. Sorooshian, L. T. Padroì, H. Gates et al., Comprehensive Simultaneous Shipboard and Airborne Characterization of Exhaust from a Modern Container Ship at Sea, Environmental Science & Technology, vol.43, issue.13, pp.4626-464010, 1021.
DOI : 10.1021/es802413j

G. A. Norris, R. Vedantham, K. Wade, S. Brown, J. Prouty et al., EPA Positive Matrix Factorization (PMF) 3.0: fundamentals & user guide, U.S. Environmental Protection Agency, 2008.

G. A. Norris, R. Vedantham, K. Wade, P. Zhan, S. Brown et al., Guidance document for PMF applications with the Multilinear Engine, U.S. Environmental Protection agency, p.28, 2009.

O. Dowd, C. D. Smith, M. H. Consterdine, I. E. Lowe, and J. A. , Marine aerosol, sea-salt, and the marine sulphur cycle: a short review, Atmospheric Environment, vol.31, issue.1, pp.73-8010, 1997.
DOI : 10.1016/S1352-2310(96)00106-9

P. Paatero, Least squares formulation of robust non-negative factor analysis, Chemometrics and Intelligent Laboratory Systems, vol.37, issue.1, pp.23-35, 1997.
DOI : 10.1016/S0169-7439(96)00044-5

P. Paatero, User's guide for the multilinear engine program " ME2 " for fitting multilinear and quasimultilinear models, 2000.

P. Paatero and U. Tapper, Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values, Environmetrics, vol.18, issue.2, pp.111-126, 1994.
DOI : 10.1007/978-3-642-93295-3_112

E. G. Pacyna, J. M. Pacyna, J. Fudala, E. Strzelecka-jastrzab, S. Hlawiczka et al., Current and future emissions of selected heavy metals to the atmosphere from anthropogenic sources in Europe, Atmospheric Environment, vol.41, issue.38, pp.8557-8566, 2007.
DOI : 10.1016/j.atmosenv.2007.07.040

J. M. Pacyna, Trace element emission from anthropogenic sources in Europe, Norw. Inst. for Air Res, 1983.

M. Pandolfi, Y. Gonzalez-castanedo, A. Alastuey, J. D. Rosa, E. Mantilla et al., Source apportionment of PM10 and PM2.5 at multiple sites in the strait of Gibraltar by PMF: impact of shipping emissions, Environmental Science and Pollution Research, vol.40, issue.19, pp.260-26910, 2010.
DOI : 10.1016/j.atmosenv.2005.11.030

M. T. Pay, P. Jiménez-guerrero, and J. M. Baldasano, Assessing sensitivity regimes of secondary inorganic aerosol formation in www.atmos-chem-phys, Atmos. Chem. Phys, vol.148813, issue.14, pp.8813-8839, 2014.

M. Bressi, Sources and geographical origins of fine aerosols in Paris Europe with the CALIOPE-EU modeling system, Atmos. Environ, vol.51, pp.146-164, 2012.

M. G. Perrone, B. R. Larsen, L. Ferrero, G. Sangiorgi, G. De-gennaro et al., Sources of high PM2.5 concentrations in Milan, Northern Italy: Molecular marker data and CMB modelling, Science of The Total Environment, vol.414, pp.343-355, 2012.
DOI : 10.1016/j.scitotenv.2011.11.026

A. V. Polissar, P. K. Hopke, P. Paatero, Y. J. Kaufmann, D. K. Hall et al., The aerosol at Barrow, Alaska: long-term trends and source locations, Atmospheric Environment, vol.33, issue.16, pp.2441-245810, 1999.
DOI : 10.1016/S1352-2310(98)00423-3

A. V. Polissar, P. K. Hopke, H. , and J. M. , Source Regions for Atmospheric Aerosol Measured at Environ. Sci. Technol, vol.35, pp.4214-422610, 2001.

A. V. Polissar, P. K. Hopke, and R. L. Poirot, Atmospheric Aerosol over Vermont:?? Chemical Composition and Sources, Environmental Science & Technology, vol.35, issue.23, pp.4604-4621, 2001.
DOI : 10.1021/es0105865

D. N. Politis and H. White, Automatic Block-Length Selection for the Dependent Bootstrap, Econometric Reviews, vol.37, issue.1, pp.53-7010, 2004.
DOI : 10.1111/1468-0262.00152

C. A. Pope and D. W. Dockery, Health Effects of Fine Particulate Air Pollution: Lines that Connect, Journal of the Air & Waste Management Association, vol.56, issue.6, pp.709-742, 2006.
DOI : 10.1016/B978-012352335-8/50111-3

M. Posfai, R. Simonics, J. Li, P. V. Hobbs, and P. R. Buseck, Individual aerosol particles from biomass burning in southern Africa: 1. Compositions and size distributions of carbonaceous particles, Journal of Geophysical Research: Atmospheres, vol.102, issue.D21, pp.848310-1029, 2003.
DOI : 10.1029/96JD02979

E. Poulakis, C. Theodosi, J. Sciare, M. Bressi, V. Ghersi et al., Airborne mineral components and trace metals in Paris region: spatial and temporal variability, Environmental Science and Pollution Research, vol.358, issue.D7, 2014.
DOI : 10.1098/rsta.2000.0682
URL : https://hal.archives-ouvertes.fr/hal-01805748

J. Putaud, R. Van-dingenen, A. Alastuey, H. Bauer, W. Birmili et al., A European aerosol phenomenology ??? 3: Physical and chemical characteristics of particulate matter from 60 rural, urban, and kerbside sites across Europe, A European aerosol phenomenology ? 3: Physical and chemical characteristics of particulate matter from 60 rural, urban, and kerbside sites across Europe, pp.1308-1320, 2010.
DOI : 10.1016/j.atmosenv.2009.12.011

H. Puxbaum, A. Caseiro, A. Sánchez-ochoa, A. Kasper-giebl, M. Claeys et al., Levoglucosan levels at background sites in Europe for assessing the impact of biomass combustion on the European aerosol background, Journal of Geophysical Research, vol.36, issue.22, pp.23-0510, 2007.
DOI : 10.1080/10473289.2005.10464720
URL : https://hal.archives-ouvertes.fr/insu-00377253

U. Quass, T. Kuhlbusch, and M. Koch, Identification of source groups of fine dust, Public report to the Environment Ministry of North Rhine Westphalia, p.24, 2004.

X. Querol, A. Alastuey, C. R. Ruiz, B. Artinano, H. C. Hansson et al., Speciation and origin of PM10 and PM2.5 in selected European cities, Atmospheric Environment, vol.38, issue.38, pp.6547-6555, 2004.
DOI : 10.1016/j.atmosenv.2004.08.037

F. Raes, R. V. Dingenen, E. Vignati, J. Wilson, J. Putaud et al., Formation and cycling of aerosols in the global troposphere, Atmospheric Environment, vol.34, issue.25, pp.4215-424010, 2000.
DOI : 10.1016/S1352-2310(00)00239-9

A. Reff, S. I. Eberly, and P. V. Bhave, Receptor Modeling of Ambient Particulate Matter Data Using Positive Matrix Factorization: Review of Existing Methods, Journal of the Air & Waste Management Association, vol.57, issue.2, p.146, 2007.
DOI : 10.1007/978-1-4899-4541-9

J. S. Reid, R. Koppmann, T. F. Eck, and D. P. Eleuterio, A review of biomass burning emissions part II: intensive physical properties of biomass burning particles, Atmos. Chem. Phys, vol.55194, pp.799-82510, 2005.
URL : https://hal.archives-ouvertes.fr/hal-00295638

A. Robache, F. Mathé, J. Galloo, G. , and R. , Multielement analysis by inductively coupled plasma optical emission spectrometry of airborne particulate matter collected with a low-pressure cascade impactor, The Analyst, pp.1855-185910, 2000.

S. Ruellan and H. Cachier, Characterisation of fresh particulate vehicular exhausts near a Paris high flow road, Atmospheric Environment, vol.35, issue.2, pp.453-46810, 2001.
DOI : 10.1016/S1352-2310(00)00110-2

M. Schaap, M. Van-loon, H. M. Ten-brink, F. J. Dentener, and P. J. Builtjes, Secondary inorganic aerosol simulations for Europe with special attention to nitrate, Atmospheric Chemistry and Physics, vol.4, issue.3, pp.857-87410, 2004.
DOI : 10.5194/acp-4-857-2004
URL : https://hal.archives-ouvertes.fr/hal-00295447

J. J. Schauer, M. J. Kleeman, G. R. Cass, and B. R. Simoneit, Organic Compounds from Fireplace Combustion of Wood, Measurement of Emissions from Air Pollution Sources. 3. C1? C29 Organic Compounds from Fireplace Combustion of Wood, pp.1716-172810, 2001.
DOI : 10.1021/es001331e

J. J. Schauer, G. C. Lough, M. M. Shafer, W. F. Christensen, M. F. Arndt et al., Characterization of metals emitted from motor vehicles, 2006.

C. Schmidl, PM 10 ? Quellenprofile von Holzrauchemissionen aus Kleinfeuerungen diploma thesis, Vienna Univ. of Technol, 2005.

J. Sciare, O. Argouges, Q. J. Zhang, R. Sarda-esteve, C. Gaimoz et al., Comparison between simulated and observed chemical composition of fine aerosols in Paris (France) during springtime: contribution of regional versus continental emissions, Atmos. Chem. Phys, vol.105194, pp.11987-1200410, 2010.

J. Sciare, O. Argouges, R. Sarda-estève, C. Gaimoz, C. Dolgorouky et al., Large contribution of water-insoluble secondary organic aerosols in the region of Paris (France) during wintertime, Journal of Geophysical Research: Atmospheres, vol.34, issue.6, pp.2220310-1029, 2011.
DOI : 10.1029/2007GL029979
URL : https://hal.archives-ouvertes.fr/ineris-00963327

P. Sharma and R. S. Dubey, Lead toxicity in plants, Brazilian Journal of Plant Physiology, vol.3, issue.1, pp.35-52, 2005.
DOI : 10.1046/j.1469-8137.1997.00759.x

B. R. Simoneit, Biomass burning????? a review of organic tracers for smoke from incomplete combustion, Applied Geochemistry, vol.17, issue.3, pp.129-162, 2002.
DOI : 10.1016/S0883-2927(01)00061-0

B. R. Simoneit, J. J. Schauer, C. G. Nolte, D. R. Oros, V. O. Elias et al., Levoglucosan, a tracer for cellulose in biomass burning and atmospheric particles, Atmospheric Environment, vol.33, issue.2, pp.173-18210, 1999.
DOI : 10.1016/S1352-2310(98)00145-9

D. Simpson, W. Winiwarter, G. Borjesson, S. Cinderby, A. Ferreiro et al., Inventorying emissions from nature in Europe, Journal of Geophysical Research: Atmospheres, vol.4, issue.1, pp.8113-815210, 1029.
DOI : 10.1029/95JD00370

K. Singh, On the Asymptotic Accuracy of Efron's Bootstrap, The Annals of Statistics, vol.9, issue.6, pp.1187-1195, 1981.
DOI : 10.1214/aos/1176345636

R. Stern, P. Builtjes, M. Schaap, R. Timmermans, R. Vautard et al., A model inter-comparison study focussing on episodes with elevated PM10 concentrations, Atmospheric Environment, vol.42, issue.19, pp.4567-4588, 2008.
DOI : 10.1016/j.atmosenv.2008.01.068

R. Sunder-raman and P. K. Hopke, Source apportionment of fine particles utilizing partially speciated carbonaceous aerosol data at two rural locations in New York State, Atmospheric Environment, vol.41, issue.36, pp.7923-7939, 2007.
DOI : 10.1016/j.atmosenv.2007.06.066

H. U. Sverdrup, M. W. Johnson, F. , and R. H. , The Oceans: Their physics, Chemistry, and General Biology, 1942.

I. N. Tang, A. C. Tridico, and K. H. Fung, Thermodynamic and optical properties of sea salt aerosols, Journal of Geophysical Research: Atmospheres, vol.54, issue.D19, pp.23269-2327510, 1997.
DOI : 10.1002/cjce.5450540621

C. Theodosi, Z. Markaki, A. Tselepides, M. , and N. , The significance of atmospheric inputs of soluble and particulate major and trace metals to the eastern Mediterranean seawater, Marine Chemistry, vol.120, issue.1-4, pp.154-163, 2010.
DOI : 10.1016/j.marchem.2010.02.003

A. Thorpe and R. M. Harrison, Sources and properties of non-exhaust particulate matter from road traffic: A review, Science of The Total Environment, vol.400, issue.1-3, pp.270-282, 2008.
DOI : 10.1016/j.scitotenv.2008.06.007

G. D. Thurston, K. Ito, and R. Lall, A source apportionment of U.S. fine particulate matter air pollution, Atmospheric Environment, vol.45, issue.24, pp.3924-3936, 2011.
DOI : 10.1016/j.atmosenv.2011.04.070

I. M. Ulbrich, M. R. Canagaratna, Q. Zhang, D. R. Worsnop, and J. L. Jimenez, Interpretation of organic components from Positive Matrix Factorization of aerosol mass spectrometric data, Atmos . Chem. Phys, vol.95194, pp.2891-291810, 2009.
URL : https://hal.archives-ouvertes.fr/hal-00303447

, US EPA: Policy assessment for the review of the Particulate Matter National Ambient Air Quality Standards, p.29, 2011.

, EPA-450/R-12-001, US EPA: Report to Congress on Black Carbon, U.S. Environmental Protection Agency, p.21, 2012.

M. Vallius, T. Lanki, P. Tiittanen, K. Koistinen, J. Ruuskanen et al., Source apportionment of urban ambient PM2.5 in two successive measurement campaigns in Helsinki, Finland, Atmospheric Environment, vol.37, issue.5, pp.615-62310, 2003.
DOI : 10.1016/S1352-2310(02)00925-1

M. Vallius, N. A. Janssen, J. Heinrich, G. Hoek, J. Ruuskanen et al., Sources and elemental composition of ambient PM2.5 in three European cities, Science of The Total Environment, vol.337, issue.1-3, pp.147-162, 2005.
DOI : 10.1016/j.scitotenv.2004.06.018

R. Vautard, L. Menut, M. Beekmann, P. Chazette, P. Flamant et al., A synthesis of the Air Pollution Over the Paris Region (ESQUIF) field campaign, Journal of Geophysical Research, vol.108, issue.D17, p.855810, 1029.
DOI : 10.1029/2002JD002797
URL : https://hal.archives-ouvertes.fr/hal-00137527

M. Viana, T. A. Kuhlbusch, X. Querol, A. Alastuey, R. M. Harrison et al., Source apportionment of particulate matter in Europe: A review of methods and results, Journal of Aerosol Science, vol.39, issue.10, pp.827-849, 2008.
DOI : 10.1016/j.jaerosci.2008.05.007

H. Visser, E. Buringh, P. B. Breugel, and . Van, Composition and Origin of Airborne Particulate Matter in the Netherlands, National Institute of Public Health and the Environment, 2001.

J. G. Watson, T. Zhu, J. C. Chow, J. Engelbrecht, E. M. Fujita et al., Receptor modeling application framework for particle source apportionment, Chemosphere, vol.49, issue.9, pp.1093-1136, 2002.
DOI : 10.1016/S0045-6535(02)00243-6
URL : http://digitalcommons.unl.edu/cgi/viewcontent.cgi?article=1108&context=usepapapers

R. Wehrens, H. Putter, and L. Buydens, The bootstrap: a tutorial, Chemometrics and Intelligent Laboratory Systems, vol.54, issue.1, pp.35-52, 2000.
DOI : 10.1016/S0169-7439(00)00102-7

E. P. Weijers, M. Schaap, L. Nguyen, J. Matthijsen, H. A. Denier-van-der-gon et al., Anthropogenic and natural constituents in particulate matter in the Netherlands, Atmos. Chem. Phys, vol.115194, pp.2281-229410, 2011.
DOI : 10.5194/acpd-10-26513-2010
URL : https://publications.tno.nl/publication/34633480/7BN02T/w11012.pdf

Q. Zhang, J. L. Jimenez, M. R. Canagaratna, I. M. Ulbrich, N. L. Ng et al., Understanding atmospheric organic aerosols via factor analysis of aerosol mass spectrometry: a review, Analytical and Bioanalytical Chemistry, vol.37, issue.6, pp.3045-306710, 2011.
DOI : 10.1029/2010GL043337

Y. Zeng and P. K. Hopke, A study of the sources of acid precipitation in Ontario, Canada, Atmospheric Environment (1967), vol.23, issue.7, pp.1499-150910, 1989.
DOI : 10.1016/0004-6981(89)90409-5