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Chemical characterization and multivariate analysis of atmospheric PM2.5 particles

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Abstract

The new European Council Directive (PE-CONS 3696/07) frames the inhalable (PM10) and fine particles (PM2.5) on priority to chemically characterize these fractions in order to understand their possible relation with health effects. Considering this, PM2.5 was collected during four different seasons to evaluate the relative abundance of bulk elements (Cl, S, Si, Al, Br, Cu, Fe, Ti, Ca, K, Pb, Zn, Ni, Mn, Cr and V) and water soluble ions (F, Cl, NO2 , NO3 , SO4 2−, Na+, NH4 +, Ca2+ and Mg2+) over Menen, a Belgian city near the French border. The air quality over Menen is influenced by industrialized regions on both sides of the border. The most abundant ionic species were NO3 , SO4 2− and NH4 +, and they showed distinct seasonal variation. The elevated levels of NO3 during spring and summer were found to be related to the larger availability of the NOx precursor. The various elemental species analyzed were distinguished into crustal and anthropogenic source categories. The dominating elements were S and Cl in the PM2.5 particles. The anthropogenic fraction (e.g. Zn, Pb, and Cu) shows a more scattered abundance. Furthermore, the ions and elemental data were also processed using principal component analysis and cluster analysis to identify their sources and chemistry. These approach identifies anthropogenic (traffic and industrial) emissions as a major source for fine particles. The variations in the natural/anthropogenic fractions of PM2.5 were also found to be a function of meteorological conditions as well as of long-range transport of air masses from the industrialized regions of the continent.

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References

  • Almeida, S.M., Pio, C.A., Freitas, M.C., Reis, M.A., Trancoso, M.A.: Approaching PM2.5 and PM2.5–10 source apportionment by mass balance analysis, principal component analysis and particle size distribution. Sci. Total Environ. 368, 663–674 (2006a)

    Article  Google Scholar 

  • Almeida, S.M., Freitas, M.C., Reis, M.A., Pio, C.A., Trancoso, M.A.: Combined application of multielement analysis—k0-INAA and PIXE—and classical techniques for source apportionment in aerosol studies. Nuc. Instr. Meth. A. 564, 752–760 (2006b)

    Article  Google Scholar 

  • Almeida, S.M., Farinha, M.M., Ventura, M.G., Pio, C.A., Freitas, M.C., Reis, M.A.: Measuring air particulate matter in large urban areas for health effect assessment. Water Air Soil Pollut. 179, 43–55 (2007)

    Article  Google Scholar 

  • Almeida, S.M., Freitas, M.C., Pio, C.A.: Neutron activation analysis for identification of African mineral dust transport. J. Radioanal. Nucl. Chem. 276, 161–165 (2008)

    Article  Google Scholar 

  • Ariola, V., D’Alessandro, A., Lucarelli, F., Marcazzan, G., Mazzei, F., Nava, S., Garcia-Orellana, I., Prati, P., Valli, G., Vecchi, R., Zucchiatti, A.: Elemental characterization of PM10, PM2.5 and PM1 in the town of Genoa (Italy). Chemosphere 62, 226–232 (2006)

    Article  Google Scholar 

  • Breivik, K., Vestreng, V., Rozovskaya, O., Pacyna, J.M.: Atmospheric emission of existing inventories and data need. Environ. Sci. Policy 9, 663–674 (2006)

    Article  Google Scholar 

  • Chaloulakou, A., Kassomenos, P., Spyrellis, N., Demokritou, P., Koutrakis, P.: Measurements of PM10 and PM2.5 particle concentrations in Athens, Greece. Atmos. Environ. 37, 649–660 (2003)

    Article  Google Scholar 

  • Dutkiewicz, V.A., Qureshi, S., Husain, L., Schwab, J.J., Demerjian, K.L.: Elemental composition of PM2.5 aerosols in Queens, New York: Evaluation of sources of fine-particle mass. Atmos. Environ. 40, 347–359 (2006)

    Article  Google Scholar 

  • European Council Directive (PE-CONS 3696/07). Directive of the European Parliament and of the council on ambient air quality and cleaner air for Europe. http://register.consilium.europa.eu/pdf/en/07/st03/st03696.en07.pdf (accessed: 21 April 2008) (2008)

  • Fernandez, A.J., Ternero, M., Barragan, F.J., Jimenez, J.C.: Size distribution of metals in urban aerosols in Seville (Spain). Atmos. Environ. 35, 2595–2601 (2001)

    Article  Google Scholar 

  • Glavas, S.D., Nikolakis, P., Ambatzoglou, D., Mihalopoulos, N.: Factors affecting the seasonal variation of mass and ionic composition of PM2.5 at a central mediterranean coastal site. Atmos. Environ. 42, 5365–5373 (2008)

    Article  Google Scholar 

  • Hacisalihoglu, G., ELiyakurt, F., Olmez, I., Balkas, T.I., Tuncel, G.: Chemical composition of particles in the Black Sea atmosphere. Atmos. Environ. 17, 3207–3218 (1992)

    Google Scholar 

  • Harrison, R.M., Stedman, J., Derwent, D.: New direction: why are PM10 concentrations in Europe not falling? Atmos. Environ. 42, 603–606 (2008)

    Article  Google Scholar 

  • Hoornaert, S., Godoi, R.H.M., Van Grieken, R.: Elemental and single particle aerosol characterisation at a background station in Kazakhstan. Atmos. Chem. 1, 1–15 (2004)

    Google Scholar 

  • Hwang, I., Hopke, P.K.: Estimation of source apportionment and potential source locations of PM2.5 at a west coastal IMPROVE site. Atmos. Environ. 41, 506–518 (2007)

    Article  Google Scholar 

  • Intergovernmental Panel on Climate Change (IPCC): Climate Change. Cambridge University Press, New York (2006)

    Google Scholar 

  • Jacobson, M.C., Hansson, H.C., Noone, K.J., Charlson, R.J.: Organic atmospheric aerosols: review and state of the science. Rev. Geophys. 38, 267–294 (2000)

    Article  Google Scholar 

  • Jones, A.M., Harrison, R.M.: Assessment of natural components of PM10 at UK urban and rural sites. Atmos. Environ. 40, 7733–7741 (2006)

    Article  Google Scholar 

  • Karaca, F., Alagha, O., Erturk, F.: Statistical characterization of atmospheric PM10 and PM2.5 concentrations at a non-impacted suburban site of Instanbul Turkey. Chemosphere 59, 1183–1190 (2005)

    Article  Google Scholar 

  • Kaushik, C.P., Ravindra, K., Yadav, K., Mehta, S., Haritash, A.K.: Assessment of ambient air quality in urban centres of Haryana (India) in relation to different anthropogenic activities and health risks. Environ. Monit. Assess. 122, 27–40 (2006)

    Article  Google Scholar 

  • Khalil, M.A.K., Rasmussen, R.A.: Tracers of wood smoke. Atmos. Environ. 37, 1211–1222 (2003)

    Article  Google Scholar 

  • Kim, M., Deshpande, S.R., Crist, K.C.: Source apportionment of fine particulate matter (PM2.5) at a rural Ohio River Valley site. Atmos. Environ. 41, 9231–9243 (2007)

    Article  Google Scholar 

  • Kocak, M., Mihalopoulos, N., Kubilay, N.: Chemical composition of the fine and coarse fraction of aerosols in the northeastern Mediterranean. Atmos. Environ. 41, 7351–7368 (2007)

    Article  Google Scholar 

  • Kumar, P., Fennell, P., Britter, R.: Measurement of particles in the 5–1000 nm range close to road level in an urban street canyon. Sci. Total Environ. 390, 437–447 (2008)

    Article  Google Scholar 

  • Laux, J.M., Fister, T.F., Finlayson-Pitts, B.J., Hemminger, J.C.: X-ray photoelectron spectroscopy studies of the effect of water vapor on ultrathin nitrate layers on NaCl. Physical Chem. 100, 19891–19897 (1996)

    Article  Google Scholar 

  • Lee, S., Liu, W., Wang, Y., Russell, A.G., Edgerton, E.S.: Source apportionment of PM2.5: Comparing PMF and CMB results for four ambient monitoring sites in the southeastern United States. Atmos. Environ. 42, 4126–4137 (2008)

    Article  Google Scholar 

  • Lonati, G., Giugliano, M., Butelli, P., Romele, L., Tardivo, R.: Major chemical components of PM2.5 in Milan (Italy). Atmos. Environ. 39, 1925–1934 (2005)

    Article  Google Scholar 

  • Maenhaut, W.: New direction: future needs for global monitoring and research of aerosol composition. Atmos. Environ. 42, 1070–1072 (2008)

    Article  Google Scholar 

  • Maenhaut, W., Raemdonck, H., Andreae, M.O.: PIXE analysis of marine aerosol sample—accuracy and artifact. Nucl. Instr. And Meth. B 22, 248–253 (1987)

    Article  Google Scholar 

  • Manoli, E., Voutsa, D., Samara, C.: Chemical characterization and source identification/apportionment of fine and coarse air particles in Thessaloniki, Greece. Atmos. Environ. 36, 949–961 (2002)

    Article  Google Scholar 

  • Marmur, A., Mulholland, J.A., Russell, A.G.: Optimized variable source-profile approach for source apportionment. Atmos. Environ. 41, 493–505 (2007)

    Article  Google Scholar 

  • Mason, B.: Principles of Geochemistry. Wiley, New York (1966)

    Google Scholar 

  • Michelozzi, P., Forastiere, F., Fusco, D., Perucci, C.A., Ostro, B., Ancona, C., Pallotti, G.: Air pollution and daily mortality in Rome, Italy. Occup. Environ. Med. 55, 605–610 (1998)

    Article  Google Scholar 

  • MIRA.: Milieurapport (Environmental Report), In Dutch. Flemish Environmental Agency, Mechelen, Belgium. (www.vmm.be/mira or www.milieurapport.be) (2006)

  • Moreno, T., Querol, X., Alastuey, A., Viana, M., Salvador, P., Sánchez de la Campa, A., Artiñano, B., Rosa, J., Gibbons, W.: Variations in atmospheric PM trace metal content in Spanish towns: illustrating the chemical complexity of the inorganic urban aerosol cocktail. Atmos. Environ. 40, 6791–6803 (2006)

    Article  Google Scholar 

  • Morishita, M., Keeler, G.J., Wagner, J.G., Harkema, J.R.: Source identification of ambient PM2.5 during summer inhalation exposure studies in Detroit, MI. Atmos. Environ. 40, 3823–3834 (2006)

    Article  Google Scholar 

  • Ostro, B.: Fine particulate air pollution and mortality in two southern California counties. Environ. Res. 70, 98–104 (1995)

    Article  Google Scholar 

  • Pakkanen, T.A., Loukkola, K., Korhonen, C.H., Aurela, M., Makela, T., Hillamo, R.E., Aarnio, P., Koskentalo, T., Kousa, A., Maenhaut, W.: Sources and chemical compositions of atmospheric fine and coarse particles in the Helsinki area. Atmos. Environ. 35, 5381–5391 (2001)

    Article  Google Scholar 

  • Pathak, R.K., Chan, C.K.: Inter-particle and gas-particle interactions in sampling artifacts of PM2.5 in filter-based samplers. Atmos. Environ. 39, 1597–1607 (2005)

    Google Scholar 

  • Pekney, N.J., Davidson, C.I., Robinson, A., Zhou, L.M., Hopke, P., Eatough, D., Rogge, W.F.: Major source categories for PM2.5 in Pittsburgh using PMF and UNMIX. Aerosol Sci. Tech. 40, 910–924 (2006)

    Article  Google Scholar 

  • Pope, C.A., Dockery, D.W.: Health effects of fine particulate air pollution: lines that connect. J. Air Waste Manag. Assoc. 56, 709–742 (2006)

    Google Scholar 

  • Putaud, J.P., Raes, F., Van Dingenen, R., Brueggemann, E., Facchini, M.C., Decesari, S., et al.: A European aerosol phenomenology-2: chemical characteristics of particulate matter at kerbside, urban, rural and background sites in Europe. Atmos. Environ. 38, 2579–2595 (2004)

    Article  Google Scholar 

  • Querol, X., Alastuey, A., de la Rosa, J., Sanchez-de-la-Campa, A., Plana, F., Ruiz, C.R.: Source apportionment analysis of atmospheric particulates in an industrialised urban site in southwestern Spain. Atmos. Environ. 36, 3113–3125 (2002)

    Article  Google Scholar 

  • Qureshi, S., Dutkiewicz, V.A., Swami, K., Yang, K.X., Husain, L., Schwab, J.J., Demerjian, K.L.: Elemental composition of PM2.5 aerosols in Queens, New York: solubility and temporal trends. Atmos. Environ. 40, s238–s251 (2006)

    Article  Google Scholar 

  • Ragosta, M., Caggiano, R., D’Emilio, M., Sabia, S., Trippetta, S., Macchiato, M.: PM10 and heavy metal measurements in an industrial area of southern Italy. Atmos. Res. 81, 304–319 (2006)

    Article  Google Scholar 

  • Raizenne, M., Neas, L.M., Damokosh, A.I., Dockery, D.W., Spengler, J.D., Koutrakis, P., Ware, J.H., Speizer, F.E.: The effects of acid aerosols on North American children: pulmonary function. Environ. Health Persp. 104, 506–514 (1996)

    Article  Google Scholar 

  • Ravindra, K., Mittal, A.K., Van Grieken, R.: Health risk assessment of urban suspended particulate matter with special reference to polycyclic aromatic hydrocarbons: a review. Rev. Environ. Health 16, 169–189 (2001)

    Google Scholar 

  • Ravindra, K., Mor, S., Kamyotra, J.S., Kaushik, C.P.: Variation in spatial pattern of criteria air pollutants before and during initial rain of monsoon. Environ. Monit. Assess. 87, 145–153 (2003)

    Article  Google Scholar 

  • Ravindra, K., Wauters, E., Taygi, S.K., Mor, S., Van Grieken, R.: Assessment of air quality after the implementation of CNG as fuel in public transport in Delhi, India. Environ. Monit. Assess. 115, 405–417 (2006)

    Article  Google Scholar 

  • Ravindra, K., Wauters, E., Van Grieken, R.: Variation in particulate PAHs levels and their relation with the transboundary movement of air masses. Sci. Total Environ. 396, 100–110 (2008a)

    Article  Google Scholar 

  • Ravindra, K., Sokhi, R.S., Van Grieken, R.: Atmospheric polycyclic aromatic hydrocarbons: Source attribution, emission factors and regulation. Atmos. Environ. 42, 2895–2921 (2008b)

    Article  Google Scholar 

  • Rizzo, M.J., Scheff, P.A.: Fine particulate source apportionment using data from the USEPA speciation trends network in Chicago, Illinois: comparison of two source apportionment models. Atmos. Environ. 41, 6276–6288 (2007)

    Article  Google Scholar 

  • Rodriguez, S., Querol, X., Alastuey, A., Viana, M.M., Alarcon, M., Mantilla, E., Ruiz, C.R.: Comparative PM10–PM2.5 source contribution study at rural, urban and industrial sites during PM episodes in Eastern Spain. Sci. Total Environ. 328, 95–113 (2004)

    Article  Google Scholar 

  • Salma, I., Maenhaut, W., Annegarn, H.J., Andreae, M.O., Meixner, F.X., Garstang, M.: Combined application of INAA and PIXE for studying the regional aerosol composition in southern Africa. J. Radioanal Nucl. Chem. 216, 143–148 (1997)

    Article  Google Scholar 

  • Samara, C., Voutsa, D.: Size distribution of airborne particulate matter and associated heavy metals in the roadside environment. Chemosphere 59, 1197–1206 (2005)

    Article  Google Scholar 

  • Schaap, M., Mueller, K., ten Brink, H.M.: Constructing the European aerosol nitrate concentration field from quality analysed data. Atmos. Environ. 36, 1323–1335 (2002)

    Article  Google Scholar 

  • Schaap, M., Spindler, G., Schulz, M., Acker, K., Maenhaut, W., Berner, A., et al.: Artefacts in the sampling of nitrate studied in the “INTERCOMP” campaigns of EUROTRAC-AEROSOL. Atmos. Environ. 38, 6487–6496 (2004)

    Article  Google Scholar 

  • Seinfeld, J.H., Pandis, S.N.: Atmospheric Chemistry and Physics, 1st edn. Wiley, New York (1998)

    Google Scholar 

  • Song, Y., Xie, S., Zhang, Y., Zeng, L., Salmon, L.G., Zheng, M.: Source apportionment of PM2.5 in Beijing using principal component analysis/absolute principal component scores and UNMIX. Sci. Total Environ. 372, 278–286 (2006)

    Article  Google Scholar 

  • Spence, J.C.H., Howells, M.R.: Synchrotron soft X-ray and field-emission electron sources: a comparison. Ultramicroscopy 93, 213–222 (2002)

    Article  Google Scholar 

  • Van Lieshout, L., Desmedt, M., Roekens, E., De Fré, R., Van Cleuvenbergen, R., Wevers, M.: Deposition of dioxins in Flanders (Belgium) and a proposition for guide values. Atmos. Environ. 35, 83–90 (2001)

    Article  Google Scholar 

  • Van Malderen, H., Van Grieken, R., Khodzher, T., Obolkin, V., Potemkin, V.: Composition of individual aerosol particles above Lake Baikal, Siberia. Atmos. Environ. 30, 1453–1465 (1996)

    Article  Google Scholar 

  • Van Meel, K., Stranger, M., Spolnik, Z., Worobiec, A., Van Grieken, R.: Sample damage during X-ray fluorescence analysis—case study of ammonium-salts in atmospheric aerosol, in press in J. Eniron. Monit. (2008). doi:10.1039/B807909A

  • Viana, M., Maenhaut, W., Chi, X., Querol, X., Alastuey, A.: Comparative chemical mass closure of fine and coarse aerosols at two sites in south and west Europe: implications for EU air pollution policies. Atmos. Environ. 41, 315–326 (2007)

    Article  Google Scholar 

  • Viana, M., Pandolfi, M., Minguillón, M.C., Querol, X., Alastuey, A., Monfort, E., Celades, I.: Inter-comparison of receptor models for PM source apportionment: Case study in an industrial area. Atmos. Environ. (2008). doi:10.1016/j.atmosenv.2007.12.056

  • Voutsa, D., Samara, C., Kouimtzis, T., Ochsenkuhn, K.: Elemental composition of airborne particulate matter in the multi-impacted urban area of Thessaloniki, Greece. Atmos. Environ. 36, 4453–4462 (2002)

    Article  Google Scholar 

  • Wojas, B., Almquist, C.: Mass concentrations and metals speciation of PM2.5, PM10, and total suspended solids in Oxford, Ohio and comparison with those from metropolitan sites in the Greater Cincinnati region. Atmos. Environ. 41, 9064–9078 (2007)

    Article  Google Scholar 

  • Yongming, H., Peixuan, D., Junji, C., Posmentier, E.S.: Multivariate analysis of heavy metals contamination in urban dusts of Xi’an, Central China. Sci. Total Environ. 355, 176–186 (2006)

    Article  Google Scholar 

  • Yuan, Z.B., Lau, A.K.H., Zhang, H.Y., Yu, J.Z., Louie, P.K.K., Fung, J.C.H.: Identification and spatiotemporal variations of dominant PM10 sources over Hong Kong. Atmos. Environ. 40, 1803–1815 (2006)

    Article  Google Scholar 

  • Zhang, X., Zhuang, G., Guo, J., Yin, K., Zhang, P.: Characterization of aerosol over the Northern South China Sea during two cruises in 2003. Atmos. Environ. 41, 7821–7836 (2007)

    Article  Google Scholar 

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Acknowledgements

This study presents a part of the results obtained in the project “Measurement campaigns in Euro region 2002–2004”, a study realized with the help of the European Union program INTERREG III. The authors gratefully acknowledge the NOAA Air Resources Laboratory (ARL) for the HYSPLIT-v4 model used in this publication. The authors also thank Dr. S. Potgieter-Vermaak for a discussion and Dr. Z. Spolnik for some of the analyses.

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Correspondence to Khaiwal Ravindra.

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Fig S1

Location of Menen in Europe (DOC 335 KB).

Fig S2

Wind roses for the winter and the summer campaigns at a nearby station of Menen (DOC 35.5 KB).

Table S1

Annual average levels of element at Menen (ng m−3) (DOC 40.5 KB).

Table S2

Factor analysis of daily levels of Ions and metals levels at Menen (DOC 57.5 KB).

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Ravindra, K., Stranger, M. & Van Grieken, R. Chemical characterization and multivariate analysis of atmospheric PM2.5 particles. J Atmos Chem 59, 199–218 (2008). https://doi.org/10.1007/s10874-008-9102-5

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