Abstract
Different aspects and techniques of time series analysis were used to investigate long-term data sets of atmospheric mercury in the Northern Hemisphere. Two perennial time series from different latitudes with different seasonal behaviour were chosen: first, Mace Head on the west coast of Ireland (53°20′N, 9°54′W), representing Northern Hemispherical background conditions in Europe with no indications for so-called atmospheric mercury depletion events (AMDEs); and second, Alert, Canada (82°28′N, 62°30′W), showing strong AMDEs during Arctic springtime. Possible trends were extracted and forecasts were performed by using seasonal decomposition procedures, autoregressive integrated moving average (ARIMA) methods and exponential smoothing (ES) techniques. The application of time series analysis to environmental data is shown in respect of atmospheric long-term data sets, and selected advantages are discussed. Both time series have not shown any statistically significant temporal trend in the gaseous elemental mercury (GEM) concentrations since 1995, representing low Northern Hemispherical background concentrations of 1.72±0.09 ng m−3 (Mace Head) and 1.55±0.18 ng m−3 (Alert), respectively. The annual forecasts for the GEM concentrations in 2001 at Alert by two different techniques were in good agreement with the measured concentrations for this year.







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References
Schwartz J, Marcus A (1990) Am J Epidemiol 131:185–194
Salcedo RLR, Alvim Ferraz MCM, Alves CA, Martins FG (1999) Atmos Environ 33:2361–2372
Cimino G, Del Duce G, Kadonaga LK, Rotundo G, Sisani A, Stabile G, Tirozzi B, Whiticar M (1999) Chem Geol 161(1–3):253–270
Boken VK (2000) Agronomy J 92(6):1047–1053
Navarro-Esbri J, Diamadopoulos E, Ginestar D (2002) Resour Conserv Recycling 35(3):201–214
Jensen JK, Shearer AR (eds) (1997) Canadian arctic contaminants assessment report. Department of Indian Affairs and Northern Development, Ottawa
Ebinghaus R, Kock HH, Temme C, Einax JW, Loewe AG, Richter A, Burrows JP, Schroeder WH (2002) Environ Sci Technol 36(6):1238–1244
Horvat M (2002) Anal Bioanal Chem 274:981–982
Temme C, Slemr F, Ebinghaus R, Einax JW (2001) Atmos Environ 37:1889–1897
Fitzgerald WF (1995) Water Air Soil Pollut 80:245–254
Ebinghaus R, Tripathi RM, Wallschläger D, Lindberg SE (1999) Natural and anthropogenic mercury sources and their impact on the air-surface exchange of mercury on regional and global scales. In: Ebinghaus R, Turner RR, de Lacerda LD, Vasiliev O (eds) Mercury contaminated sites. Springer, Berlin Heidelberg New York, pp 1–50
Schroeder WH, Anlauf KG, Barrie LA, Lu JY, Steffen A, Schneeberger DR, Berg T (1998) Nature 394:331–332
Slemr F, Scheel HE (1998) Atmos Environ 32:845–853
Baker PGL, Brunke E-G, Slemr F, Crouch AM (2002) Atmos Environ 36:2459–2465
Ebinghaus R, Kock HH, Coggins AM, Spain TG, Jennings SG, Temme C (2002) Atmos Environ 36:5267–5276
Schroeder WH, Ebinghaus R, Shoeib M, Timoschenko K, Barrie LA (1995) Water Air Soil Pollut 80:1227–1236
Berg T, Bartnicki J, Munthe J, Lattila H, Hrehoruk J, Mazur A (2001) Atmos Environ 14:2569–2582
Lindberg SE, Brooks S, Lin CJ, Scott KJ, Landis MS, Stevens RK (2002) Environ Sci Technol 36(6):1245–1256
Lu JY, Schroeder WH, Barrie LA, Steffen A, Welch HE, Martin K, Lockhart WL, Hunt RV, Boila G, Richter A (2001) Geophys Res Lett 28:3219–3222
Boudris H, Bottenheim JW (2000) Geophys Res Lett 27(1):517–520
Hopper JF, Hart W (1994) J Geophys Res 99:25315–25328
Jennings SG, McGovern F, Cooke WF (1993) Atmos Environ 27A:1229–1239
Ebinghaus R, Kock HH, Jennings SG, McCartin P, Orren MJ (1995) Atmos Environ 29 (22):3333–3344
Ebinghaus R, Jennings SG, Schroeder WH, Berg T, Donaghy T, Guentzel J, Kenny C, Kock HH, Kvietkus K, Landing W, Munthe J, Prestbo EM, Schneeberger D, Slemr F, Sommar J, Urba A, Wallschläger D, Xiao Z (1999) Atmos Environ 33:3063–3073
Schroeder WH, Keeler G, Kock HH, Roussel P, Schneeberger D, Schaedlich F (1995) Water Air Soil Pollut 80:611–620
Schroeder WH, Lamborg C, Schneeberger D, Fitzgerald WF, Srivastava B (1995) Comparison of a manual method and an automated analyzer for determining total gaseous mercury in ambient air. In: Wilken R-D, Förstner U, Knöchel A (eds) Proceedings of the 10th international conference on heavy metals in the environment. CEP Consultants Ltd., Edinburgh vol 2, pp 57–60
Box GEP, Jenkins GM (1976) Time series analysis: forecasting and control. Holden-Day, San Francisco
Kendall MG (1984) Time series. Oxford University Press, New York
Shumway RH (1998) Applied statistical time series analysis. Prentice Hall, Englewood Cliffs
Wei WW (1989) Time series analysis: univariate and multivariate methods. Addison-Wesley, New York
Schlittgen R, Streitberg BGJ (2001) Zeitreihenanalyse. Oldenbourg, München
Stier W (2001) Methoden der Zeitreihenanalyse. Springer, Berlin Heidelberg New York
Shiskin J, Young AH, Musgrave JC (1967) The X-11 variant of the census method II seasonal adjustment program. Technical paper no.15, Bureau of the Census, Washington
Gardner ES Jr (1985) J Forecasting 4:1–28
McDowall D, McCleary R, Meidinger EE, Hay RA (1980) Interrupted time series analysis. Sage Publications, Beverly Hills
Kendall MG (1975) Rank correlation methods, 4th edn. Griffin, London
Schroeder WH, Schneeberger D (1996) High temporal resolution measurements of total gaseous mercury at Alert, Northwest Territories, Canada. In: Ebinghaus R, Petersen G, Tumpling U (eds) 4th international conference on mercury as a global pollutant, Hamburg
Iverfeldt Å, Munthe J, Pacyna J, Brosset C (1995) Water Air Soil Pollut 80:227–233
Axenfeldt F, Münch J, Pacyna J (1991) Europäische Test-Emissionsdatenbasis von Quecksilberkomponenten für Modellrechnungen. In: Petersen G (ed) Belastung von Nord-und Ostsee durch ökologisch gefährliche Stoffe am Beispiel atmosphärischer Quecksilberverbindungen. Abschlussbericht des Forschungsvorhabens 10402726 des Umweltforschungsplanes des Bundesministers für Umwelt, Naturschutz und Reaktorsicherheit. Im Auftrag des Umweltbundesamtes, Berlin. External Report GKSS 92/E/111, GKSS Research Centre Geesthacht, Geesthacht
Pacyna JM, Pacyna EG (2000) Assessment of emissions/discharges of merucry reaching the Arctic environment. NILU Report OR7/2000, Norsk institutt for luftforskning, Kjeller
Slemr F, Brunke E-G, Ebinghaus R, Temme C, Munthe J, Waengberg I, Schroeder WH, Steffen A, Berg T (2003) Geophys Res Lett 30(10):1516–1519
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Temme, C., Ebinghaus, R., Einax, J.W. et al. Time series analysis of long-term data sets of atmospheric mercury concentrations. Anal Bioanal Chem 380, 493–501 (2004). https://doi.org/10.1007/s00216-004-2715-x
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DOI: https://doi.org/10.1007/s00216-004-2715-x


