Abstract
This study aims to investigate the changes in atmospheric deposition trends in Bulgaria, studied using the moss biomonitoring technique since 1995. For the first time, a paired (site-wise) comparison was performed after a critical review of the sampling networks and adjusting for location, the distance between the sampling points, and moss species. Data from the 2005/2006 and 2015/2016 moss surveys were chosen as instrumental neutron activation analysis was employed in both to determine the content of 34 elements (Al, As, Ba, Br, Са, Ce, Cl, Со, Cr, Cs, Fe, Hf, I, K, La, Mn, Na, Nd, Ni, Rb, Sb, Sc, Se, Sr, Ta, Tb, Th, Ti, Tm, U, V, W, Yb, Zn). In addition, Cd, Cu, and Pb were determined using complementary analytical methods: inductively coupled plasma atomic emission spectroscopy in 2015/2016 and atomic absorption spectroscopy in 2005/2006. For the subset of 57 routinely sampled locations in Bulgaria, hierarchical clustering on principal components and multiple factor analysis (MFA) were applied to assess the spatial trends in the 10 years elapsed between the surveys, as well as to characterise the origin of the determined elements. Elevation and distance between the sampling points were used as additional variables in the multiple factor analysis plane to ascertain their effect on the overall variance in the datasets. Distribution maps were constructed to illustrate the deposition patterns for the pollutant Pb. The results were consistent with decreased industrial output in the country, increased coal combustion and transport pollution, and construction of roads.
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References
Aitchison J, Egozcue JJ (2005) Compositional data analysis: where are we and where should we be heading? Math Geol 37:829–850. https://doi.org/10.1007/s11004-005-7383-7
Allajbeu S, Yushin NS, Qarri F, Duliu OG, Lazo P, Frontasyeva MV (2016) Atmospheric deposition of rare earth elements in Albania studied by the moss biomonitoring technique, neutron activation analysis and GIS technology. Environ Sci Pollut Res 23:14087–14101. https://doi.org/10.1007/s11356-016-6509-4
Aničić M, Tomašević M, Tasić M, Rajšić S, Popović A, Frontasyeva MV, Lierhagen S, Steinnes E (2009) Monitoring of trace element atmospheric deposition using dry and wet moss bags: accumulation capacity versus exposure time. J Hazard Mater 171:182–188. https://doi.org/10.1016/j.jhazmat.2009.05.112
Bulgarian Chamber of Mining and Geology (2014) Analyses and publications – revival of the mining industry. https://www.bmgk.bg. Accessed 31 March 2020 (in Bulgarian)
Bulgarian Executive Environmental Agency (2017) National environmental monitoring system – 2017 annual report on the environmental situation in the Republic of Bulgaria. Climate – Precipitation and temperature characteristics. http://eea.government.bg/bg/soer/2017/climate/climate0. Accessed 31 March 2020 (in Bulgarian)
European Environment Agency (2014) Industrial facilities causing the highest damage costs to health and the environment. https://www.eea.europa.eu/data-and-maps/daviz/industrial-facilities-causing-the-highest-damage. Accessed 31 March 2020
Fernández JA, Boquete MT, Carballeira A, Aboal JR (2015) A critical review of protocols for moss biomonitoring of atmospheric deposition: sampling and sample preparation. Sci Total Environ 517:132–150
Filzmoser P, Hron K (2009) Correlation analysis for compositional data. Math Geol 41:905–919. https://doi.org/10.1007/s11004-008-9196-y
Filzmoser P, Hron K, Reimann C (2009) Univariate statistical analysis of environmental (compositional) data: problems and possibilities. Sci Total Environ 407:6100–6108. https://doi.org/10.1016/j.scitotenv.2009.08.008
Filzmoser P, Hron K, Reimann C (2010) The bivariate statistical analysis of environmental (compositional) data. Sci Total Environ 408:4230–4238. https://doi.org/10.1016/j.scitotenv.2010.05.011
Frontasyeva MV, Harmens H (2014) Monitoring of atmospheric deposition of heavy metals, nitrogen and POPs in Europe using bryophytes. In: Monitoring Manual 2015 Survey. United Nations Economic Commission for Europe Convention on Long-Range Transboundary Air Pollution. ICP Vegetation Moss Survey Coordination Centre, Dubna, Russian Federation and Programme Coordination Centre, Bangor, United Kingdom. https://icpvegetation.ceh.ac.uk/sites/default/files/Moss%20protocol%20manual.pdf. Accessed 31 March 2020
Frontasyeva MV, Steinnes E (2004) Marine gradients of halogens in moss studies by epithermal neutron activation analysis. J Radioanal Nucl Chem 261:101–106. https://doi.org/10.1023/B:JRNC.0000030941.78117.77
González GA, Pokrovsky OS (2014) Metal adsorption on mosses: toward a universal adsorption model. J Colloid Interface Sci 415:169–178
Gribacheva N, Yurukova L, Gecheva G (2016) Atmospheric pollution trends in Bulgaria within the European moss surveys. C R Acad Bulg Sci 69:151–154
Harmens H, Norris D, Koerber G, Buse A, Steinnes E, Rühling Å (2007) Temporal trends in the concentration of arsenic, chromium, copper, iron, nickel, vanadium and zinc in mosses across Europe between 1990 and 2000. Atmos Environ 41:6673–6687. https://doi.org/10.1016/j.atmosenv.2007.03.062
Harmens H, Norris D, Mills G, The Participants of the Moss Survey (2014) Heavy metals and nitrogen in mosses: spatial patterns in 2010/2011 and long-term temporal trends in Europe. Centre for Ecology and Hydrology, Bangor
Harmens H, Mills G, Hayes F, Norris DA, Sharps L (2015a) Twenty eight years of ICP vegetation: an overview of its activities. Ann Bor (Roma) 5:31–43
Harmens H, Schröder W, Zechmeister HG, Steinnes E, Frontasyeva MV (2015b) Comments on J.A. Fernandez, M.T. Boquete, A. Carballeira, J.R. Aboal (2015b). A critical review of protocols for moss biomonitoring of atmospheric deposition: sampling and sample preparation. Sci Total Environ 517:132–150. Sci Total Environ 538:1024–1026. https://doi.org/10.1016/j.scitotenv.2015.07.070
Henry RC, Lewis CW, Hopke, Williamson HJ (1984) Review of receptor model fundamentals. Atmos Environ 18:1507–1515. https://doi.org/10.1016/0004-6981(84)90375-5
Hristozova G, Marinova S, Strelkova LP, Goryainova Z, Frontasyeva MV, Stafilov T (2014) Atmospheric deposition study in the area of Kardzhali lead-zinc plant based on moss analysis. AJAC 5:920–931
Hristozova G, Marinova S, Svozilík V, Nekhoroshkov P, Frontasyeva MV (2020) Biomonitoring of elemental atmospheric deposition: spatial distributions in the 2015/2016 moss survey in Bulgaria. J Radioanal Nucl Chem 323:839–849. https://doi.org/10.1007/s10967-019-06978-9
Lazo P, Vasjari M, Frontasyeva MV, Stafillov T, Malaj F, Gjika I, Goryainova Z, Baceva K (2012) The study of atmospheric deposition of heavy metals in Tirana and Vlora cities, Albania, by active moss biomonitoring technique. Fresenius Environ Bull 21:2170–2177
Lazo P, Stafilov T, Quarri F, Allajbeu S, Bekteshi L, Frontasyeva MV, Harmens H (2019) Spatial distribution and temporal trend of airborne trance metal deposition in Albania studied by moss biomonitoring. Ecol Indic 101:1007–1017
Lee RE Jr, Von Lehmden DJ (1973) Trace metal pollution in the environment. J Air Pollut Control Assoc 23:853–857
Marinova S, Yurukova L, Frontasyeva MV, Steinnes E, Strelkova LP, Marinov A, Karadzhinova A (2010) Air pollution studies in Bulgaria using the moss biomonitoring technique. J Ecol Chem Eng S 17:37–52
Marinova T, Malcheva K, Bocheva L, Trifonova L (2017) Climate profile of Bulgaria in the period 1988-2016 and brief climatic assessment of 2017. Bulg J Meteorol Hydrol 22:2–15
Monaci F, Moni F, Lanciotti E, Grechi D, Bargaglia R (2000) Biomonitoring of airborne metals in urban environments: new tracers of vehicle emission, in place of lead. Environ Pollut 107:321–327. https://doi.org/10.1016/S0269-7491(99)00175-X
Mposkos E, Baziotis I, Leontakianakos G, Barry PH (2013) The metamorphic evolution of the high-pressure Kechros complex in East Rhodope (NE Greece): implications from Na–Al-rich leucocratic rocks within antigorite serpentinites. Lithos 177:17–33
Nickel S, Hertel A, Pesch R, Schröoder W, Steinnes E, Uggerud TH (2014) Modelling and mapping spatio-temporal trends of heavy metal accumulation in moss and natural surface soil monitored 1990-2010 throughout Norway by multivariate generalized linear models and geostatistics. Atmos Environ 99:85–93. https://doi.org/10.1016/j.atmosenv.2014.09.059
Nickel S, Schröder W, Wosniok W, Harmens H, Frontasyeva MV, Alber R, Aleksiayenak J, Barandovski L, Blum O, Danielsson H, de Temmermann L, Dunaev AM, Fagerli H, Godzik B, Ilyin I, Jonkers S, Jeran Z, Pihl Karlsson G, Lazo P, Leblond S, Liiv S, Magnússon SH, Mankovska B, Martínez-Abaigar J, Piispanen J, Poikolainen J, Popescu IV, Qarri F, Radnovic D, Santamaria JM, Schaap M, Skudnik M, Špirić Z, Stafilov T, Steinnes E, Stihi C, Suchara I, Thöni L, Uggerud HT, Zechmeister HG (2017) Modelling and mapping heavy metal and nitrogen concentrations in moss in 2010 throughout Europe by applying random forests models. Atmos Environ 156:146–159. https://doi.org/10.1016/j.atmosenv.2017.02.032
Økland T, Økland RH, Steinnes E (1999) Element concentrations in the boreal forest moss Hylocomium splendens: variation related to gradients in vegetation and local environmental factors. Plant Soil 209:71–83. https://doi.org/10.1023/A:1004524017264
Pais I, Benton J, Jones J (1997) The handbook of trace elements. St. Lucie Press, Boca Raton
Pavlov SS, Dmitriev AY, Frontasyeva MV (2016) Automation system for neutron activation analysis at the reactor IBR-2, Frank Laboratory of Neutron Physics, Joint Institute for Nuclear Research, Dubna, Russia. J Radioanal Nucl Chem 309:27–38
R Core Team (2018) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria
Reimann C, Filzmoser P (1999) Normal and lognormal data distribution in geochemistry: death of a myth. Consequences for the statistical treatment of geochemical and environmental data. Environ Geol 39:1001–1014
Rühling Å, Tyler G (1968) An ecological approach to the lead problem. Bot Not 121:321–342
Smith A (1982) Bryophyte ecology. Springer, Dordrecht
Stamenov J, Iovchev M, Vachev B, Gueleva E, Yurukova L, Ganeva A, Mitrikov M, Antonov A, Srentz A, Varbanov Z, Batov I, Damov K, Marinova E, Frontasyeva MV, Pavlov SS, Strelkova LP (2002) New Results From Air Pollution Studies in Bulgaria (Moss Survey 2000–2001). Preprint E14–2002–204. JINR, Dubna
Thöni L, Yurukova L, Bergamini A, Ilyin I, Matthaei D (2011) Temporal trends and spatial patterns of heavy metal concentrations in mosses in Bulgaria and Switzerland: 1990-2005. Atmos Environ 45:1899–1912. https://doi.org/10.1016/j.atmosenv.2011.01.039
UNECE (n.d.) Air convention: working Group of Effects of the convention on long-range Transboundary air pollution. ICP Modelling and Mapping https://www.unece-wge.org/?page_id=23. Accessed 02 June 2020
Vanderpoorten A, Goffinet B (2009) Introduction to bryophytes. Cambridge University Press, New York
Yurukova L (2000) The first Bulgarian data in the European bryomonitoring of heavy metals. BAS, Sofia. p 56
Yurukova L (2006) Second Bulgarian data of the European Bryomonitoring of Heavy Metals. BAS, Sofia. p 66
Yurukova L (2007) Bulgarian experience during the last 3 EU moss surveys. In: proceedings of the 7th subregional meeting on effect-oriented activities in the countries of eastern and southeastern Europe, Baia Mare, Romania. RISOPRINT, Cluj-Napoca
Yurukova L (2010) Third Bulgarian data of the European bryomonitoring of heavy metals. Bulgarian Academy of Sciences, Sofia
Yurukova L, Gecheva G, Popgeorgiev G (2014) “Ecological hotspots” atmospheric assessment with mosses in Bulgaria. C R Acad Bulg Sci 67:683–686
Acknowledgements
The research was part of the JINR Topical plan for international cooperation 03-4-1128-2017/2019: Investigations in the Field of Nuclear Physics with Neutrons – Applied Research.
Funding
The study was financially supported by the grant of the Plenipotentiary of Bulgaria at JINR, Order 31 of 23.01.2015, p. 15 and by the Ministry of Education, Youth and Sports of the Czech Republic under OP RDE, grant number CZ.02.1.01/0.0/0.0/16_019/0000753 “Research centre for low-carbon energy technologies”, and ERDF/ESF New Composite Materials for Environmental Applications (No. CZ.02.1.01/0.0/0.0/17_048/0007399).
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Hristozova, G., Marinova, S., Motyka, O. et al. Multivariate assessment of atmospheric deposition studies in Bulgaria based on moss biomonitors: trends between the 2005/2006 and 2015/2016 surveys. Environ Sci Pollut Res 27, 39330–39342 (2020). https://doi.org/10.1007/s11356-020-10005-w
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DOI: https://doi.org/10.1007/s11356-020-10005-w