Skip to main content
Log in

Changes in the variability and periodicity of precipitation in Scotland

  • Original Paper
  • Published:
Theoretical and Applied Climatology Aims and scope Submit manuscript

Abstract

This paper analyses the temporal and spatial changes in the amount and variability of rainfall in Scotland. The sequential Mann–Kendall test reveals that total annual precipitation has increased across Scotland since the 1970s with increasing trends in variability beginning between the mid-1960s and the mid-1970s. Whilst temporally consistent increasing trends in precipitation totals prevail in the West, many weather stations in the East have experienced subsequent trend turning points in the following two decades, explaining the larger magnitude of the trends in western Scotland in recent decades. Trend analyses on six measures of rainfall variability indicate an increase in rainfall variability during the period 1961–2000, as measured by the intra-annual variance, the winter to summer precipitation ratio and the annual cumulative sum range, with decreasing trends observed in the number of dry days. Periodicities associated with the North Atlantic Oscillation and the Atlantic Multidecadal Oscillation could explain the observed temporal variability of rainfall.

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. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12

Similar content being viewed by others

References

  • Arnell NW (1999) The effect of climate change on hydrological regimes in Europe: a continental perspective. Glob Environ Chang 9:5–23

    Article  Google Scholar 

  • Barnett C, Hossell J, Perry M, Procter C, Hughes G (2006) Patterns of climate change across Scotland: technical report. SNIFFER Project CC03. Scotland & Northern Ireland Forum for Environmental Research, Edinburgh

  • Bednorz E, Kossowski T (2004) Long-term changes in snow cover depth in eastern Europe. Clim Res 27:231–236

    Article  Google Scholar 

  • Beecham S, Chowdhury RK (2010) Temporal characteristics and variability of point rainfall: a statistical and wavelet analysis. Int J Climatol 30:458–473

    Google Scholar 

  • Benestad RE, Melsom A (2002) Is there a link between the unusually wet autumns in southeastern Norway and sea-surface temperature anomalies? Clim Res 23:67–79

    Article  Google Scholar 

  • Bice D, Montanari A, Vučetić V, Vučetić M (2012) The influence of regional and global climatic oscillations on Croatian climate. Int J Climatol 32:1537–1557

    Article  Google Scholar 

  • Black AR, Burns JC (2002) Re-assessing the flood risk in Scotland. The Science of the Total Environment 294:169–184

    Article  Google Scholar 

  • Brönnimann S, Xoplaki E, Casty C, Pauling A, Luterbacher J (2006) ENSO influence on Europe during the last centuries. Clim Dyn 28:181–197

    Article  Google Scholar 

  • Brunetti M, Maugeri M, Nanni T (2001) Changes on total precipitation, rainy days and extreme events in northeastern Italy. Int J Climatol 21:861–871

    Article  Google Scholar 

  • Burn DH, Hag Elnur MA (2002) Detection of hydrologic trends and variability. J Hydrol 255:107–122

    Article  Google Scholar 

  • Burroughs WJ (2003) Weather cycles: real or imaginary? Cambridge University Press, Cambridge

    Book  Google Scholar 

  • Burt TP, Adamson JK, Lane AMJ (1998) Long-term rainfall and streamflow records for north central England: putting the Environmental Change Network site at Moor House, Upper Teesdale, in context. Hydrol Sci J 43:775–787

    Article  Google Scholar 

  • Burt TP, Horton BP (2007) Inter-decadal variability in daily rainfall at Durham (UK) since the 1850s. Int J Climatol 27:945–956

    Article  Google Scholar 

  • Butler CJ, Coughlin ADS, Fee DT (1998) Precipitation at Armagh Observatory 1838–1997. Biology and Environment: Proceedings of the Royal Irish Academy 98B:123–140

    Google Scholar 

  • Enfield DB, Mestas-Nunez AM, Trimble PJ (2001) The Atlantic Multidecadal Oscillation and its relation to rainfall over river flows in the continental U.S. Geophys Res Lett 28:2077–2080

    Article  Google Scholar 

  • Fealy R, Sweeney J (2005) Detection of a possible change point in atmospheric variability in the North Atlantic and its effect on Scandinavian glacier mass balance. Int J Climatol 25:1819–1833

    Article  Google Scholar 

  • Fowler HJ, Kilsby CG (2002) Precipitation and the North Atlantic Oscillation: a study of climatic variability in Northern England. Int J Climatol 22:843–866

    Article  Google Scholar 

  • Gagnon AS, Gough WA (2005) Trends in the dates of ice freeze-up and break-up over Hudson Bay, Canada. Arctic 58:370–382

    Google Scholar 

  • Gerstengarbe F-W, Werner PC (1999) Estimation of the beginning and end of recurrent events within a climate regime. Clim Res 11:97–107

    Article  Google Scholar 

  • Gleick PH, Adams DB (2000) Water: the potential consequences of climate variability and change. The report of the Water Sector Assessment Team of the National Assessment of the Potential Consequences of Climate Variability and Change For the U.S. Global Change Research Program, U.S. Geological Survey, U.S. Department of the Interior and the Pacific Institute for Studies in Development, Environment, and Security. Oakland, California

  • Gong D-Y, Shi P-J, Wang J-A (2004) Daily precipitation changes in the semi-arid region over northern China. J Arid Environ 59:771–784

    Article  Google Scholar 

  • Hamed KH (2008) Trend detection in hydrologic data: the Mann–Kendall trend test under the scaling hypothesis. J Hydrol 349:350–363

    Article  Google Scholar 

  • Hannaford J, Marsh T (2006) An assessment of trends in UK runoff and low flows using a network of undisturbed catchments. Int J Climatol 26:1237–1253. doi:10.1002/joc.1303

    Article  Google Scholar 

  • Helsel DR, Hirsch RM (2002) Statistical methods in water resources. Techniques of Water-Resources Investigations, Book 4, chapter A3

  • Hurrell JW (1995) Decadal trends in the North Atlantic Oscillation and relationships to regional temperature and precipitation. Science 269:676–679

    Article  Google Scholar 

  • Hurrell JW, Kushnir Y, Ottersen G, Visbeck M (2003) The North Atlantic oscillation: climatic significance and environmental impact. Geophysical Monograph Series 134:1–35

    Google Scholar 

  • Hurrell JW, van Loon H (1997) Decadal variations in climate associated with the North Atlantic Oscillation. Clim Chang 36:301–326

    Article  Google Scholar 

  • Jones PD, Conway D (1997) Precipitation in the British Isles: an analysis of area-average data updated to 1995. Int J Climatol 17:427–438

    Article  Google Scholar 

  • Kampata JM, Parida BP, Moalafhi DB (2008) Trend analysis of rainfall in the headstreams of the Zambezi River Basin in Zambia. Phys Chem Earth 33:621–625

    Article  Google Scholar 

  • Karagiannidis AF, Bloutsos AA, Maheras P, Sachsamanoglou C (2008) Some statistical characteristics of precipitation in Europe. Theor Appl Climatol 91:193–204

    Article  Google Scholar 

  • Karpouzos DK, Kavalieratou S, Babajimopoulos C (2010) Trend analysis of precipitation data in Pieria region (Greece). European Water 30:31–40

    Google Scholar 

  • Kizza M, Rodhe A, Xu CY, Ntale HK, Halldin S (2009) Temporal rainfall variability in the Lake Victoria Basin in East Africa during the twentieth century. Theor Appl Climatol 98:119–135

    Article  Google Scholar 

  • Knight JR, Folland CK, Scaife AA (2006) Climate impacts of the Atlantic Multidecadal Oscillation. Geophys Res Lett 33, L17706

    Article  Google Scholar 

  • Kundzewicz ZW, Robson AJ (2004) Change detection in hydrological records—a review of the methodology. Hydrol Sci J 49:7–19

    Article  Google Scholar 

  • Lazaro R, Rodrigo FS, Gutierrez L, Domingo F, Puigdefabregas J (2001) Analysis of a 30-year rainfall record (1967-1997) in semi-arid SE Spain for implications on vegetation. J Arid Environ 48:373–395. doi:10.1006/jare.2000.0755

    Article  Google Scholar 

  • Lopez A, Wilby RL, Fung F, New M (2011) Emerging approaches to climate risk management. In: Fung F, Lopez A, New M (eds) Modelling the impact of climate change on water resources. Wiley-Blackwell, Chichester, pp 128–135

    Google Scholar 

  • Lorenzo MN, Iglesias I, Taboada JJ, Gómez-Gesteira M (2010) Relationship between monthly rainfall in northwest Iberian Peninsula and North Atlantic sea surface temperature. Int J Climatol 30:980–990

    Google Scholar 

  • Ma LH, Han YB, Yin ZQ (2010) Possible influence of the 11-year solar cycle on precipitation in Huashan Mountain of China over the last 300 years. Earth Moon Planet 107:219–224

    Article  Google Scholar 

  • Macdonald N, Philips ID, Thorpe J (2008) Reconstruction of long-term precipitation records of Edinburgh: an examination of the mechanisms responsibility of temporal variability in precipitation. Theor Appl Climatol 92:141–154

    Article  Google Scholar 

  • Mansell MG (1997) The effects of climate change on rainfall trends and flooding risk in the West of Scotland. Nord Hydrol 28:37–50

    Google Scholar 

  • Mason PJ (2010) Climate variability in civil infrastructure planning. Proceedings of ICE 163:74–80

    Google Scholar 

  • Massei N, Laignel B, Deloffre J, Mesquita J, Motelay A, Lafite R, Durand A (2010) Long-term hydrological changes of the Seine River flow (France) and their relation to the North Atlantic Oscillation over the period 1950–2008. Int J Climatol 30:2146–2154

    Article  Google Scholar 

  • Mayes J (1996) Spatial and temporal fluctuations of monthly rainfall in the British Isles and variations in the mid-latitude westerly circulation. Int J Climatol 20:347–364

    Google Scholar 

  • Mayes J (2000) Changing regional climatic gradients in the United Kingdom. Geogr J 166:125–138

    Article  Google Scholar 

  • Milly PCD, Betancourt J, Falkenmark M, Hirsch RM, Zbigniew W, Kundzewicz D, Lettenmaier DP, Stouffer RJ (2008) Stationarity is dead: whither water management? Science 319:573–574

    Article  Google Scholar 

  • Mitosek HT (1995) Climate variability and change within the discharge time series: a statistical approach. Clim Chang 29:101–116

    Google Scholar 

  • Modarres R, Sarhadi A (2009) Rainfall trend analysis of Iran in the last half of the twentieth century. J Geophys Res 114 (D03101). doi:10.1029/2008JD010707

  • Murdoch J, Barnes JA (1974) Statistical tables for science, engineering, management and business studies, 2nd edn. Macmillan, London

    Google Scholar 

  • Nasri M, Modarres R (2009) Dry spell trend analysis of Isfahan Province, Iran. Int J Climatol 29:1430–1438

    Article  Google Scholar 

  • Osborn TJ, Hulme M, Jones PD, Basnett TA (2000) Observed trends in the daily intensity of United Kingdom precipitation. Int J Climatol 20:347–364

    Article  Google Scholar 

  • Partal T, Kahya E (2006) Trend analysis in Turkish precipitation data. Hydrol Process 20:2011–2026

    Article  Google Scholar 

  • Phillips ID, McGregor GR (2002) The relationship between monthly and seasonal South-west England rainfall anomalies and concurrent North Atlantic sea surface temperatures. Int J Climatol 22:197–217

    Article  Google Scholar 

  • Schmidli J, Frei C (2005) Trends of heavy precipitation and wet and dry spells in Switzerland during the 20th century. Int J Climatol 25:753–771

    Article  Google Scholar 

  • Seleshi Y, Demaree GR, Delleur JW (1994) Sunspot numbers as a possible indicator of annual rainfall at Addis-Ababa, Ethiopia. Int J Climatol 14:911–923

    Article  Google Scholar 

  • Sen PK (1968) Estimation of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63:1379–1389

    Article  Google Scholar 

  • Serra C, Burgueno A, Martinez MD, Lana X (2006) Trends in dry spells across Catalonia (NE Spain) during the second half of 20th century. Theor Appl Climatol 85:165–183

    Article  Google Scholar 

  • Smadi MM, Zghoul A (2006) A sudden change in rainfall characteristics in Amman, Jordan during the mid 1950s. Am J Environ Sci 2:84–91

    Article  Google Scholar 

  • Smith K (1995) Precipitation over Scotland, 1757-1992: some aspects of temporal variability. Int J Climatol 15:543–556

    Article  Google Scholar 

  • Sneyers R (1990) On statistical analysis of series of observations. Technical Note No 143. Geneva. Switzerland: World Meteorological Society

  • Sutton RT, Hodson DLR (2005) Atlantic Ocean forcing of the North American and European summer climate. Science 309:115–118

    Article  Google Scholar 

  • Sweeney JC, O’Hare GP (1992) Geographical variations in precipitation yields and circulation types in Britain and Ireland. Trans Inst Br Geogr 17:448–463

    Article  Google Scholar 

  • Tabony RC (1979) A spectral and filter analysis of long-period rainfall records in England and Wales. Meteorol Mag 108:97–118

    Google Scholar 

  • Thomas RG (1993) Rome rainfall and sunspot numbers. J Atmos Terr Phys 55:155–164

    Article  Google Scholar 

  • Torrence C, Compo GP (1998) A practical guide to wavelet analysis. Bull Am Meteorol Soc 79:61–78

    Article  Google Scholar 

  • Tošić I (2004) Spatial and temporal variability of winter and summer precipitation over Serbia and Montenegro. Theor Appl Climatol 77:47–56

    Article  Google Scholar 

  • UK Meteorological Office (2006). MIDAS Land Surface Station data (1853-current), [internet]. NCAS British Atmospheric Data Centre. Available from http://badc.nerc.ac.uk/view/badc.nerc.ac.uk__ATOM__dataent_ukmo-midas

  • Waple AM (1999) The sun-climate relationship in recent centuries: a review. Prog Phys Geogr 23:309–328

    Google Scholar 

  • Węglarczyk S (2009) On the stationarity of extreme levels of some Polish lakes. I. Preliminary results from statistical test. Limnological Reviews 9:129–138

    Google Scholar 

  • Werritty A, Foster M (1998) Climate variability and recent changes in rainfall and river flows in Scotland. In: Lemmelä R, Helenius N (eds) Proceedings of the 2nd International Conference on Climate and Water Espoo, Finland, 17–20 August 1998. pp 1110–1119

  • Werrity A (2002) Living with uncertainty: climate change, river flows and water resource management in Scotland. Sci Total Environ 294:29–40

    Article  Google Scholar 

  • Worsley KJ (1979) On the likelihood ratio test for a shift in location of normal populations. J Am Stat Assoc 74:365–367

    Google Scholar 

  • Yang Y, Tian F (2009) Abrupt change of runoff and its major driving factors in Haihe River catchment, China. J Hydrol 374:373–383

    Article  Google Scholar 

  • Yue S, Pilon P, Phinney B, Cavadias G (2002) The influence of autocorrelation on the ability to detect trend in hydrological series. Hydrol Process 16:1807–1829

    Article  Google Scholar 

Download references

Acknowledgments

The authors are thankful to the British Atmospheric Data Centre (BADC) for providing the daily precipitation data, which were downloaded from URL: http://badc.nerc.ac.uk/mybadc. The authors also wish to thank Dr Ewan MacArthur for answering our statistical queries and Ms Irina Foss for her help with the wavelet analyses. In addition, the authors thank all scientists who have made their R packages available online. A.S. Gagnon acknowledges financial support from the Scottish Alliance for Geoscience, Environment and Society (SAGES).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Alexandre S. Gagnon.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Afzal, M., Gagnon, A.S. & Mansell, M.G. Changes in the variability and periodicity of precipitation in Scotland. Theor Appl Climatol 119, 135–159 (2015). https://doi.org/10.1007/s00704-014-1094-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00704-014-1094-2

Keywords

Navigation