Skip to main content

Advertisement

Log in

Temporal and source assessments of organic and elemental carbon at sites in the northern South African interior

  • Published:
Journal of Atmospheric Chemistry Aims and scope Submit manuscript

Abstract

Particulate matter (PM) can affect climate, air quality, human health, acid deposition and visibility, and contain a significant fraction of organic (OC) and elemental carbon (EC). Southern Africa is an important source region for OC and EC, however, little OC and EC data have been published for this region. This paper presents a multi-year, multi-site (an urban-industrial site in the Vaal Triangle, UI-VT; an industrially influenced site at Amerfoort, iI-AF; and two regional background sites at Skukuza and Louis Trichardt, RR-SK and RR-LT) PM with an aerodynamic diameter ≤ 2.5 μm (PM2.5) OC and EC dataset for South Africa. The median OC (9.3) and EC (3.2 μg.m−3) concentrations at UI-VT were 1.3 to 2.5 and 2.7 to 4.4 times higher, if compared to the other sites. OC/EC ratios indicated that sources in close proximity to UI-VT were likely the main contributors, while sources that are more distant contributed fractionally more at the other sites. Household combustion for space heating and regional open biomass burning contributed to elevated levels during the cold and dry months at UI-VT. Regional open biomass burning also lead to higher OC and EC concentrations during the dry season at the industrially influenced site (iI-AF) and one of the regional background sites (RR-SK). From the seasonal concentration patterns, it seemed as if household combustion for space heating also contributed at these two sites during the cold months, but this could not be proven, even if only samples with limited influence of open biomass burning were considered. Such biomass burning influences were semi-quantified by considering MODIS fire pixels occurring within the air mass fetch region for each sample. For the remaining regional background site (RR-LT) the results suggesed that only regional open biomass burning contributed to elevated levels of OC and EC in the dry season and that household combustion for space heating did not contribute significantly.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12

Similar content being viewed by others

References

  • AERIS: INDAAF. https://en.aeris-data.fr/project/8530a6c7-ce50-3a69-b186-a1a63f03d789/ (2019). Accessed 5 August 2014

  • Annegarn, H.J., Leslie, A.C.D., Winchester, J.W., Sellschop, J.P.F.: Particle Size and temporal characteristics of aerosol composition near coal-fired electric power plants of the Eastern Transvaal. Aerosol Sci. Tech. 2, 489-498, https://doi.org/10.1080/02786828308958652

  • Archibald, S., Roy, D.P., Van Wilgen, B.W., Scholes, R.J.: What limits rire? An examination of driver's of burnt area in southern Africa. Glob. Chang. Biol. (2009). https://doi.org/10.1111/j.1365-2486.2008.01754.x

  • ARL: Air Resources Laboratory: Gridded Meteorological Data Archives. http://www.ready.noaa.gov/archives.php (2014). Accessed 24 February 2014

  • Aurela, M., Saarikoski, S., Timonen, H., Aalto, P., Keronen, P., Saarnio, K., Teinilä, K., Kulmala, M., Hillamo, R.: Carbonaceous aerosol at a forested and an urban background sites in southern Finland. Atmos. Environ. 45, 1394–1401 (2011). https://doi.org/10.1016/j.atmosenv.2010.12.039

    Article  Google Scholar 

  • Aurela, M., Beukes, J.P., Van Zyl, P., Vakkari, V., Teinilä, K., Saarikoski, S., Laakso, L.: The composition of ambient and fresh biomass burning aerosols at a savannah site, South Africa. S. Afr. J. Sci. 112(5–6), 1–8 (2016). https://doi.org/10.17159/sajs.2016/20150223

    Article  Google Scholar 

  • Baldauf, R.W., Lane, D.D., Marotz, G.A., Wiener, R.W.: Performance evaluation of the portable MiniVOL particulate matter sampler. Atmos. Environ. 35(35), 6087–6091 (2001). https://doi.org/10.1016/S1352-2310(01)00403-4

    Article  Google Scholar 

  • Basson, J., Daavittila, J.: High carbon ferrochrome technology. In: Gasik, M. (ed.) Handbook of Ferroalloys: Theory and Technology, pp. 317–363. Elsevier Science, Amsterdam (2013)

    Chapter  Google Scholar 

  • Birch, M., Cary, R.: Elemental carbon-based method for monitoring occupational exposures to particulate diesel exhaust. Aerosol Sci. Technol. 25(3), 221–241 (1996). https://doi.org/10.1080/02786829608965393

    Article  Google Scholar 

  • Booyens, W., Van Zyl, P.G., Beukes, J.P., Ruiz-Jimenez, J., Kopperi, M., Riekkola, M.-L., Josipovic, M., Venter, A.D., Jaars, K., Laakso, L., Vakkari, V., Kulmala, M., Pienaar, J.J.: Size-resolved characterisation of organic compounds in atmospheric aerosols collected at Welgegund. South Africa. J. Atmos. Chem. 72(1), 43–64 (2015). https://doi.org/10.1007/s10874-015-9304-6

    Article  Google Scholar 

  • Booyens, W., Beukes, J.P., Van Zyl, P.G., Ruiz-Jimenez, J., Kopperi, M., Riekkola, M.-L., Josipovic, M., Vakkari, V., Laakso, L.: Assessment of polar organic aerosols at a regional background site in southern Africa. J. Atmos. Chem. 76(2), 89–113 (2019a). https://doi.org/10.1007/s10874-019-09389-y

    Article  Google Scholar 

  • Booyens, W., Van Zyl, P.G., Beukes, J.P., Ruiz-Jimenez, J., Kopperi, M., Riekkola, M.-L., Vakkari, V., Josipovic, M., Kulmala, M., Laakso, L.: Characterising particulate organic nitrogen at a savannah-grassland region in South Africa. Atmosphere. 10, 492 (2019b). https://doi.org/10.3390/atmos10090492

  • Boschetti, L., Roy, D., Hoffmann, A.A.: MODIS Collection 5 Burned Area Product - MCD45. User’s Guide Version 2.0 (2009)

  • Boschetti, L., Roy, D., Hoffmann, A.A., Humber, M.: MODIS Collection 5.1 Burned Area Product - MCD45. User’s Guide Version 3.0.1 (2013)

  • Butt, E.W., Rap, A., Schmidt, A., Scott, C.E., Pringle, K.J., Reddington, C.L., Richards, N.A.D., Woodhouse, M.T., Ramirez-Villegas, J., Yang, H., Vakkari, V., Stone, E.A., Rupakheti, M., Praveen, P.S., van Zyl, P.G., Beukes, J.P., Josipovic, M., Mitchell, E.J.S., Sallu, S.M., Forster, P.M., Spracklen, D.V.: The impact of residential combustion emissions on atmospheric aerosol, human health and climate. Atmos. Chem. Phys. Discuss. 16, 873–905 (2016). 10.5194/acp-16-873-2016

  • Census 2011: http://www.statssa.gov.za/census/census_2011/census_products/Census_2011_Census_in_brief.pdf (2011a). Accessed 18 November 2019

  • Census 2011: http://www.statssa.gov.za/?page_id=964 (2011b). Accessed 9 July 2019

  • Charlson, R.T., Schwarz, S.J., Hales, J.M., Cess, R.D., Coakley, J.A., Hansen Jr., J.E., Hofmann, D.J.: Climate forcing by anthropogenic aerosols. Am. Assoc. Adv. Sci. 255(5043), 423–430 (1992)

    Google Scholar 

  • Chiloane, K.E., Beukes, J.P., van Zyl, P.G., Maritz, P., Vakkari, V., Josipovic, M., Venter, A.D., Jaars, K., Tiitta, P., Kulmala, M., Wiedensohler, A., Liousse, C., Mkhatshwa, G.V., Ramandh, A., Laakso, L.: Spatial, temporal and source contribution assessments of black carbon over the northern interior of South Africa. Atmos. Chem. Phys. 17(10), 6177–6196 (2017). https://doi.org/10.5194/acp-17-6177-2017

    Article  Google Scholar 

  • Chow, J., Watson, J.G., Kuhns, H., Etyemezian, V., Lowenthal, D.H., Crow, D., Kohl, S.D., Engelbrecht, J.P., Green, M.C.: Source profiles for industrial, mobile, and area sources in the big bend regional aerosol visibility and observational study. Chemosphere. 54(2), 185–208 (2004). https://doi.org/10.1016/j.chemosphere.2003.07.004

    Article  Google Scholar 

  • CIESIN: Center for international Earth Science Information Network (CIESIN). http://sedac.ciesin.columbia.edu/gpw (2010). Accessed 01 August 2010

  • Collett, K.S., Piketh, S.J., Ross, K.E.: An assessment of the atmospheric nitrogen budget on the South African Highveld. S. Afr. J. Sci. 106(5/6), (2010)

  • Conradie, E.H., Van Zyl, P.G., Pienaar, J.J., Beukes, J.P., Galy-Lacaux, C., Venter, A.D., Mkhatshwa, G.V.: The chemical composition and fluxes of atmospheric wet deposition at four sites in South Africa. Atmos. Environ. 146, 113–131 (2016). https://doi.org/10.1016/j.atmosenv.2016.07.033

    Article  Google Scholar 

  • Draxler, R.R., Hess, G.: Description of the HYSPLIT4 modeling system. NOAA Technical Memorandum ERL ARL-224, 1–27 (1997)

  • Droughtsa: http://www.droughtsa.org.za/about-the-drought/rainfall-data.html (2019). Accessed 5 August 2019

  • Engelbrecht, J.P., Swanepoel, L., Chow, J.C., Watson, J.G., Egami, R.T.: PM2.5 and PM10 concentrations from Qalabothjah low-smoke fuels macro-scale experiment in South Africa. Environ. Monit. Assess. 66, 1–15 (2001)

    Article  Google Scholar 

  • ESKOM: http://www.eskom.co.za/sites/heritage/Pages/Duvha.aspx (2019a). Accessed 5 August 2019

  • ESKOM: http://www.eskom.co.za/sites/heritage/Pages/MATLAPOWERSTATION.aspx (2019b). Accessed 5 August 2019

  • Feig, G.T., Vertue, B., Naidoo, S., Ncgukana, N., Mabaso, D.: Measurement of atmospheric black carbon in the Vaal triangle and Highveld priority areas. Clean Air J. Lug. 25(1), 46–50 (2015)

    Article  Google Scholar 

  • Formenti, P., Elbert, W., Maenhaut, W., Haywood, J., Osborne, S., Andreae, M.: Inorganic and carbonaceous aerosols during the Southern African Regional Science Initiative (SAFARI 2000) experiment: Chemical characteristics, physical properties, and emission data for smoke from African biomass burning. J. Geophys. Res. Atmos. 108(D13), (2003). https://doi.org/10.1029/2002JD002408

  • Gauderman, W.J., Avol, E., Gilliland, F., Vora, H., Thomas, D., Berhane, K., McConnell, R., Kuenzli, N., Lurmann, F., Rappaport, E.: The effect of air pollution on lung development from 10 to 18 years of age. N. Engl. J. Med. 351(11), 1057–1067 (2004). https://doi.org/10.1056/NEJMoa040610

    Article  Google Scholar 

  • Gierens, R.T., Henriksson, S., Josipovic, M., Vakkari, V., van Zyl, P.G., Beukes, J.P., Wood, C.R., O’Connor, E.J.: Observing continental boundary-layer structure and evolution over the South African savannah using a ceilometer. Theor. Appl. Climatol. 136, 333–346 (2019). https://doi.org/10.1007/s00704-018-2484-7

  • Government Gazette: Notice of intention to declare the Vaal Triangel Air-shed Priority Area. Government Gazette 484(28132), (2005a)

  • Government Gazette: National Environment Management: Air Quality Act, 2004. Government Gazette 476(27318), (2005b)

  • Government Gazette: Notice of intention to declare the Highveld Priority Area. Government Gazette 396(29846), (2007)

  • Herich, H., Hueglin, C., Buchmann, B.: A 2.5 year’s source apportionment study of black carbon from wood burning and fossil fuel combustion at urban and rural sites in Switzerland. Atmos. Meas. Tech. 4, 1409–1420 (2011). https://doi.org/10.5194/amt-4-1409-2011

    Article  Google Scholar 

  • Herlekar, M., Joseph, A.E., Kumar, R., Gupta, I.: Chemical speciation and source assignment of particulate (PM10) phase molecular markers in Mumbai. Aerosol Air Qual. Res. 12, 1247–1260 (2012). https://doi.org/10.4209/aaqr.2011.07.0091

    Article  Google Scholar 

  • Hirsikko, A., Tiitta, P., Beukes, J.P., Laakso, L., Vakkari, V.: Characterisation of sub-micron particle number concentrations and formation events in the western Bushveld Igneous Complex, South Africa. Atmos. Chem. Phys. 12, 3951–3967 (2012). https://doi.org/10.5194/acp-12-3951-2012

  • Hsu, C.Y., Chiang, H.C., Chen, M.J., Chuang, C.Y., Tsen, C.M., Fang, G.C., Tsai, Y.I., Chen, N.T., Lin, T.Y., Lin, S.L., Chen, Y.C.: Ambient PM2.5 in the residential area near industrial complexes: Spatiotemporal variation, source apportionment, and health impact. Sci. Total Environ. 590–591, 204–214 (2017). https://doi.org/10.1016/j.scitotenv.2017.02.212

    Article  Google Scholar 

  • Huttunen, K., Siponen, T., Salonen, I., Yli-Tuomi, T., Aurela, M., Dufva, H., Hillamo, R., Linkola, E., Pekkanen, J., Pennanen, A.: Low-level exposure to ambient particulate matter is associated with systemic inflammation in ischemic heart disease patients. Environ. Res. 116, 44–51 (2012). https://doi.org/10.1016/j.envres.2012.04.004

    Article  Google Scholar 

  • Hyvärinen, A.-P., Vakkari, V., Laakso, L., Hooda, R., Sharma, V., Panwar, T., Beukes, J.P., Van Zyl, P.G., Josipovic, M., Garland, R.: Correction for a measurement artifact of the Multi-Angle Absorption Photometer (MAAP) at high black carbon mass concentration levels. Atmos. Meas. Tech. 6(1), 81–90 (2013). https://doi.org/10.5194/amt-6-81-2013

  • Jen, P.H.S., Wu, C.H.: Echo duration selectivity of the bat varies with pulse-echo amplitude difference. Neuroreport. 19(3), 373–377 (2008). https://doi.org/10.1097/WNR.0b013e3282f52c61

    Article  Google Scholar 

  • Ji, D., Zhang, J., He, J., Wang, X., Pang, B., Liu, Z., Wang, L., Wang, Y.: Characteristics of atmospheric organic and elemental carbon aerosols in urban Beijing, China. Atmos. Environ. 125, 293–306 (2016). https://doi.org/10.1016/j.atmosenv.2015.11.020

    Article  Google Scholar 

  • Kanakidou, M., Seinfeld, J., Pandis, S., Barnes, I., Dentener, F., Facchini, M., Dingenen, R.V., Ervens, B., Nenes, A., Nielsen, C.: Organic aerosol and global climate modelling: a review. Atmos. Chem. Phys. 5(4), 1053–1123 (2005)

    Article  Google Scholar 

  • Kleynhans, E.L.J., Neizel, B.W., Beukes, J.P., Van Zyl, P.G.: Utilisation of pre-oxidised ore in the pelletised chromite pre-reduction process. Miner. Eng. 92, 114– 124 (2016). https://doi.org/10.1016/j.mineng.2016.03.005

  • Kleynhans, E.L.J., Beukes, J.P., Van Zyl, P.G., Bunt, J.R., Nkosi, N.S.B., Venter, M.: The effect of carbonaceous reductant selection on chromite pre-reduction. Metall. Mater. Trans. B. 48(2), 827–840 (2017). https://doi.org/10.1007/s11663-016-0878-4

  • Korhonen, K., Giannakaki, E., Mielonen, T., Pfüller, A., Laakso, L., Vakkari, V., Baars, H., Engelmann, R., Beukes, J.P., Van Zyl, P.G.: Atmospheric boundary layer top height in South Africa: measurements with lidar and radiosonde compared to three atmospheric models. Atmos. Chem. Phys. 14(8), 4263–4278 (2014). https://doi.org/10.5194/acp-14-4263-2014

  • Kuik, F., Lauer, A., Beukes, J.P., Van Zyl, P.G., Josipovic, M., Vakkari, V., Laakso, L., Feig, G.T.: The anthropogenic contribution to atmospheric black carbon concentrations in southern Africa: a WRF-Chem modeling study. Atmos. Chem. Phys. 15(15), 8809–8830 (2015). https://doi.org/10.5194/acp-15-8809-2015

  • Laakso, L., Vakkari, V., Virkkula, A., Laakso, H., Backman, J., Kulmala, M., Beukes, J.P., Van Zyl, P.G., Tiitta, P., Josipovic, M.: South African EUCAARI measurements: seasonal variation of trace gases and aerosol optical properties. Atmos. Chem. Phys. 12(4), 1847–1864 (2012). https://doi.org/10.5194/acp-12-1847-2012

  • Lazaridis, M., Semb, A., Larssen, S., Hjellbrekke, A.-G., Hov, Ø., Hanssen, J.E., Schaug, J., Tørseth, K.: Measurements of particulate matter within the framework of the European Monitoring and Evaluation Programme (EMEP): I. First results. Sci. Total. Environ. 285(1), 209–235 (2002). https://doi.org/10.1016/S0048-9697(01)00932-9

    Article  Google Scholar 

  • Liousse, C., Penner, J., Chuang, C., Walton, J., Eddleman, H., Cachier, H.: A global three-dimensional model study of carbonaceous aerosols. J. Geophys. Res. Atmos. 101(D14), 19411–19432 (1996). https://doi.org/10.1029/95JD03426

    Article  Google Scholar 

  • Lourens, A.S., Beukes, J.P., Van Zyl, P.G., Fourie, G.D., Burger, J.W., Pienaar, J.J., Read, C.E., Jordaan, J.H.: Spatial and temporal assessment of gaseous pollutants in the Highveld of South Africa. S. Afr. J. Sci. 107(1/2), 1–8 (2011). https://doi.org/10.4102/sajs.v107i1/2.269

  • Lourens, A.S.M., Butler, T.M., Beukes, J.P., Van Zyl, P.G., Beirle, S., Wagner, T.K., Heue, K.-P., Pienaar, J.J., Fourie, G.D., Lawrence, M.G.: Re-evaluating the NO hotspot over the south African Highveld. S. Afr. J. Sci. 108(11/12), 1-6 (2012). https://doi.org/10.4102/sajs.v108i11/12.1146

  • Lourens, A.S.M., Butler, T.M., Beukes, J.P., Van Zyl, P.G., Fourie, G.D., Lawrence, M.G.: Investigating atmospheric photochemistry in the Johannesburg-Pretoria megacity using a box model. S. Afr. J. Sci. 112(1/2), 1–11 (2016). https://doi.org/10.17159/sajs.2016/2015-0169

  • Mafusire, G., Annegarn, H.J., Vakkari, V., Beukes, J.P., Josipovic, M., Zyl, P.G., Laakso, L.: Submicrometer aerosols and excess CO as tracers for biomass burning air mass transport over southern Africa. J. Geophys. Res. Atmos. 121(17), 10 262-10 282 (2016). https://doi.org/10.1002/2015JD023965

  • Maritz, P., Beukes, J.P., Van Zyl, P.G., Conradie, E.H., Venter, A.D., Pienaar, J.J., Liousse, C., Galy-Lacaux, C., Castera, P., Ramandh, A.: Spatial and temporal assessment of organic and black carbon at four sites in the interior of South Africa. Clean Air J. 25(1), 20–33 (2015). https://doi.org/10.17159/2410-972X/2015/v25n1a1

    Article  Google Scholar 

  • Mphepya, J., Pienaar, J., Galy-Lacaux, C., Held, G., Turner, C.: Precipitation chemistry in semi-arid areas of southern Africa: a case study of a rural and an industrial site. J. Atmos. Chem. 47(1), 1–24 (2004)

    Article  Google Scholar 

  • Mphepya, J., Galy-Lacaux, C., Lacaux, J.P., Held, G., Pienaar, J.J.: Precipitation chemistry and wet deposition in Kruger National Park, South Africa. J. Atmos. Chem. 53(2), 169–183 (2006). https://doi.org/10.1007/s10874-005-9005-7

    Article  Google Scholar 

  • Mucina, L., Rutherford, M.C. (eds.): The Vegetation of South Africa, Lesotho and Swaziland, South African. Strelitzia 19. South African National Biodiversity Institute, Pretoria (2006)

    Google Scholar 

  • Petzold, A., Ogren, J.A., Fiebig, M., Laj, P., Li, S.-M., Baltensperger, U., Holzer-Popp, T., Kinne, S., Pappalardo, G., Sugimoto, N.: Recommendations for reporting "black carbon" measurements. Atmos. Chem. Phys. 13(16), 8365–8379 (2013). https://doi.org/10.5194/acp-13-8365-2013

    Article  Google Scholar 

  • Pfeiffer, R.: Sampling for PM10 and PM2.5 particulates. Publications from USDA-ARS / UNL Faculty - Micrometeorol. Agric. Syst. 47, 227–245 (2005)

    Google Scholar 

  • Piketh, S., Van Nierop, M., Rautenbach, C., Walton, N., Ross, K., Holmes, S., Richards, T., Rustenburg Local Municipality Air Quality Management Plan. Gondwana Environmental Solutions (Pty) Ltd, 1–161 (2005)

  • Pio, C., Cerqueira, M., Harrison, R.M., Nunes, T., Mirante, F., Alves, C., Oliveira, C., de la Campa, A.S., Artíñano, B., Matos, M.: OC/EC ratio observations in Europe: re-thinking the approach for apportionment between primary and secondary organic carbon. Atmos. Environ. 45(34), 6121–6132 (2011). https://doi.org/10.1016/j.atmosenv.2011.08.045

    Article  Google Scholar 

  • Pöschl, U.: Atmospheric aerosols: composition, transformation, climate and health effects. Angew. Chem. Int. Ed. 44(46), 7520–7540 (2005). https://doi.org/10.1002/anie.200501122

    Article  Google Scholar 

  • Pretorius, I., Piketh, S., Burger, R., Neomagus, H.: A perspective on south African coal fired power station emissions. J. Energy. S. Afr. 26(3), 27–40 (2015)

    Article  Google Scholar 

  • Putaud, J.-P., Raes, F., Van Dingenen, R., Brüggemann, E., Facchini, M.-C., Decesari, S., Fuzzi, S., Gehrig, R., Hüglin, C., Laj, P.: A European aerosol phenomenology—2: chemical characteristics of particulate matter at kerbside, urban, rural and background sites in Europe. Atmos. Environ. 38(16), 2579–2595 (2004). https://doi.org/10.1016/j.atmosenv.2004.01.041

    Article  Google Scholar 

  • Ramanathan, V., Feng, Y.: Air pollution, greenhouse gases and climate change: global and regional perspectives. Atmos. Environ. 43(1), 37–50 (2009). https://doi.org/10.1016/j.atmosenv.2008.09.063

    Article  Google Scholar 

  • Ricciardelli, I., Bacco, D., Rinaldi, M., Bonafè, G., Scotto, F., Trentini, A., Bertacci, G., Ugolini, P., Zigola, C., Rovere, F., Maccone, C., Pironi, C., Poluzzi, V.: A three-year investigation of daily PM2.5 main chemical components in four sites: the routine measurement program of the Supersito Project (Po Valley, Italy). Atmos. Environ. 152, 418–430 (2017). https://doi.org/10.1016/j.atmosenv.2016.12.052

    Article  Google Scholar 

  • Riddle, E.E., Voss, P.B., Stohl, A., Holcomb, D., Maczka, D., Washburn, K., Talbot, R.W.: Trajectory model validation using newly developed altitude-controlled balloons during the International Consortium for Atmospheric Research on Transport and Transformations 2004 campaign. J. Geophys. Res. Atmos. 111(D23), (2006). https://doi.org/10.1029/2006JD007456

  • Roy, D.P., Boschetti, L., Justice, C.O., Ju, J.: The collection 5 MODIS burned area product — global evaluation by comparison with the MODIS active fire product. Remote Sens. Environ. 112(9), 3690–3707 (2008). https://doi.org/10.1016/j.rse.2008.05.013

    Article  Google Scholar 

  • SAPRIN: South African Population Research Infrastructure Network (2019). http://saprin.mrc.ac.za/. Accessed 18 November 2019

  • Sasol: https://www.sasol.com/sites/default/files/content/files/mind_over_matter_07_1178173866476_0_1.pdf (2019). Accessed 5 August 2019

  • Seinfeld, J.H., Pandis, S.N.: Atmospheric Chemistry and Physics: from Air Pollution to Climate Change. Wiley, Hoboken (2016)

    Google Scholar 

  • Sharma, S.K., Sharma, A., Saxena, M., Choudhary, N., Masiwal, R., Mandal, T.K., Sharma, C.: Chemical characterization and source apportionment of aerosol at an urban area of Central Delhi, India. Atmos. Pollut. Res. 7(1), 110–121 (2016). https://doi.org/10.1016/j.apr.2015.08.002

    Article  Google Scholar 

  • Sheskin, D.J.: Handbook of Parametric and Nonparametric Statistical Procedures, 3rd edn. Chapman an Hall/CRC Press, Boca Raton (2003)

    Book  Google Scholar 

  • Siponen, T., Yli-Tuomi, T., Aurela, M., Dufva, H., Hillamo, R., Hirvonen, M.-R., Huttunen, K., Pekkanen, J., Pennanen, A., Salonen, I.: Source-specific fine particulate air pollution and systemic inflammation in ischaemic heart disease patients. J. Occup. Environ. Med. 72(4), 277–283 (2015). https://doi.org/10.1136/oemed-2014-102240

    Article  Google Scholar 

  • Stocker, T.F., Qin, D., Plattner, G.-K., Tignor, M., Allen, S.K., Boschung, J., Nauels, A., Xia, Y., Bex, V., Midgley, P.M.: IPCC, 2013: Climate Change 2013: the Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge and New York (2013)

    Google Scholar 

  • Stohl, A.: Computation, accuracy and applications of trajectories—a review and bibliography. Atmos. Environ. 32(6), 947–966 (1998). https://doi.org/10.1016/S1352-2310(97)00457-3

    Article  Google Scholar 

  • Swap, R., Aranibar, J., Dowty, P., Gilhooly, W., Macko, S.A.: Natural abundance of 13C and 15N in C3 and C4 vegetation of southern Africa: patterns and implications. Glob. Chang. Biol. 10(3), 350–358 (2004). https://doi.org/10.1111/j.1365-2486.2003.00702.x

    Article  Google Scholar 

  • Thirumalai, K., Singh, A., Ramesh, R.: A MATLAB™ code to perform weighted linear regression with (correlated or uncorrelated) errors in bivariate data. J. Geol. Soc. India. 77(4), 377–380 (2011). https://doi.org/10.1007/s12594-011-0044-1

    Article  Google Scholar 

  • Tiitta, P., Vakkari, V., Croteau, P., Beukes, J.P., Van Zyl, P.G., Josipovic, M., Venter, A., Jaars, K., Pienaar, J., Ng, N.: Chemical composition, main sources and temporal variability of PM aerosols in southern African grassland. Atmos. Chem. Phys. 14(4), 1909–1927 (2014). https://doi.org/10.5194/acp-14-1909-2014

  • Tshehla, C., Wright, C.Y.: Spatial and temporal variation of PM10 from industrial point sources in a rural area in Limpopo, South Africa. Int. J. Environ. Res. Public Health. 16, 3455 (2019). https://doi.org/10.3390/ijerph16183455

    Article  Google Scholar 

  • Tummon, F., Solmon, F., Liousse, C., Tadross, M.: Simulation of the direct and semidirect aerosol effects on the southern Africa regional climate during the biomass burning season. J. Geophys. Res. Atmos. 115(D19), (2010). https://doi.org/10.1029/2009JD013738

  • Turpin, B., Lim, H.J.: Species Contributions to PM2.5 mass concentrations: revisiting common assumptions for estimating organic mass. Aerosol Sci. Technol. 35, 602–610 (2001). https://doi.org/10.1080/02786820119445

    Article  Google Scholar 

  • Twine, W.C.: Socio-economic transitions influence vegetation change in the communal rangelands of the south African lowveld. Afr J Range For Sci. 22(2), 93–99 (2005). https://doi.org/10.2989/10220110509485866

    Article  Google Scholar 

  • Tyson, P.D., Preston-Whyte, R.A.: The Weather and Climate of Southern Africa, 2nd edn. Oxford University Press, Cape Town (2000)

    Google Scholar 

  • Vakkari, V., Kerminen, V.M., Beukes, J.P., Tiitta, P., Zyl, P.G., Josipovic, M., Venter, A.D., Jaars, K., Worsnop, D.R., Kulmala, M.: Rapid changes in biomass burning aerosols by atmospheric oxidation. Geophys. Res. Lett. 41(7), 2644–2651 (2014). https://doi.org/10.1002/2014GL059396

    Article  Google Scholar 

  • Vakkari, V., Beukes, J.P., Dal Maso, M., Aurela, M., Josipovic, M., Van Zyl, P.G.: Major secondary aerosol formation in southern African open biomass burning plumes. Nat. Geosci. 11, 580–583 (2018). https://doi.org/10.1038/s41561-018-0170-0

    Article  Google Scholar 

  • Venter, A.D., Vakkari, V., Beukes, J.P., Van Zyl, P.G., Laakso, H., Mabaso, D., Tiitta, P., Josipovic, M., Kulmala, M., Pienaar, J.J.: An air quality assessment in the industrialised western Bushveld Igneous Complex, South Africa. S. Afr. J. Sci. 108(9/10), 1–10 (2012). https://doi.org/10.4102/sajs.v108i9/10.1059

  • Venter, A.D., van Zyl, P.G., Beukes, J.P., Josipovic, M., Hendriks, J., Vakkari, V., Laakso, L.: Atmospheric trace metals measured at a regional background site (Welgegund) in South Africa. Atmos. Chem. Phys. 17(6), 4251–4263 (2017). https://doi.org/10.5194/acp-17-4251-2017

    Article  Google Scholar 

  • Vet, R., Artz, R.S., Carou, S., Shaw, M., Ro, C.-U., Aas, W., Baker, A., Bowersox, V.C., Dentener, F., Galy-Lacaux, C., Hou, A., Pienaar, J.J., Gillett, R., Forti, M.C., Gromov, S., Hara, H., Khodzher, T., Mahowald, N.M., Nickovic, S., Rao, P.S.P., Reid, N.W.: A global assessment of precipitation chemistry and deposition of sulfur, nitrogen, sea salt, base cations, organic acids, acidity and pH, and phosphorus. Atmos. Environ. 93, 3–100 (2014). https://doi.org/10.1016/j.atmosenv.2013.10.060

    Article  Google Scholar 

  • Yttri, K.E., Simpson, D., Nøjgaard, J.K., Kristensen, K., Genberg, J., Stenström, K., Swietlicki, E., Hillamo, R., Aurela, M., Bauer, H., Offenberg, J.H., Jaoui, M., Dye, C., Eckhardt, S., Burkhart, J.F., Stohl, A., Glasius, M.: Source apportionment of the summer time carbonaceous aerosol at Nordic rural background sites. Atmos. Chem. Phys. 11, 13339–13357 (2011). https://doi.org/10.5194/acp-11-13339-2011

    Article  Google Scholar 

  • Zhao, H., Che, H., Zhang, X., Ma, Y., Wang, Y., Wang, H., Wang, Y.: Characteristics of visibility and particulate matter (PM) in an urban area of Northeast China. Atmos. Pollut. Res. 4(4), 427–434 (2013). https://doi.org/10.5094/APR.2013.049

    Article  Google Scholar 

Download references

Acknowledgements

The authors acknowledge Sasol and Eskom for financial support to the South African Deposition of Biogeochemical Important Trace Species - International Network to study Deposition and Atmospheric chemistry in Africa (DEBITS-INDAAF) project, as well as the Atmospheric Research in Southern Africa and the Indian Ocean (GDRI-ARSAIO) project for providing financial support to scientists from France and South Africa. DEBITS is also endorsed by the International Global Atmospheric Chemistry (IGAC) programme and the World Meteorological Organisation (WMO). The authors would like to thank Mrs. Carin van der Merwe who visited the measurement sites monthly. The financial assistance of the National Research Foundation (NRF) towards this research is hereby also acknowledged. Opinions expressed and conclusions arrived at, are those of the author and are not necessarily to be attributed to the NRF.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Johan P. Beukes.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

ESM 1

(DOCX 14721 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Maritz, P., Beukes, J.P., van Zyl, P.G. et al. Temporal and source assessments of organic and elemental carbon at sites in the northern South African interior. J Atmos Chem 76, 263–287 (2019). https://doi.org/10.1007/s10874-020-09398-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10874-020-09398-2

Keywords

Navigation