Skip to main content

An NAO Climatology in Reanalysis Data with the Use of Self-organizing Maps

  • Conference paper
  • First Online:

Part of the book series: Springer Atmospheric Sciences ((SPRINGERATMO))

Abstract

The North Atlantic Oscillation (NAO) is a basic variability mode of the Northern Hemisphere, long recognized to be significantly affecting the weather and climate of Europe. During the last decades, an eastward shift of the NAO centers of action along with a strengthening of the NAO index and a tendency to more positive values, have been noticed. Therefore, further studying and understanding of the changing NAO pattern is crucial. Here, we attempt to examine the different spatial and temporal characteristics of the NAO in NCEP/NCAR reanalysis data for the period 1971–2000, using Self-organizing Maps (SOMs). Winter daily anomalies of 500 hPa geopotential height over the broader European area are used. According to the results, NAO occupies different locations throughout the years, a fact that has to do with displacements of both the Icelandic Low and the Azores High, and is also related to the predominance of NAO positive and negative phases.

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

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   259.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   329.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD   329.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

References

  • Hewitson BC, Crane RG (2002) Self-organizing maps: application to synoptic climatology. Clim Res 22:13–26

    Article  Google Scholar 

  • Hilmer M, Jung T (2000) Evidence for a recent change in the link between the North Atlantic Oscillation and Arctic sea ice export. Geophy Res Lett 27:989–992

    Article  Google Scholar 

  • IPCC (2001) Climate change 2001: the scientific basis. Contribution of Working Group I to the Third Assessment Report of the Intergovernmental Panel on Climate Change [Houghton JT, Ding Y, Griggs DJ, Noguer M, van der Linden PJ, Dai X, Maskell K, Johnson CA (eds)]. Cambridge University Press, Cambridge, 881 p

    Google Scholar 

  • Johnson NC, Feldstein SB, Tremblay B (2008) The continuum of Northern Hemisphere teleconnection patterns and a description of the NAO shift with the use of self-organizing maps. J Clim 21:6354–6371

    Article  Google Scholar 

  • Kalnay E et al (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteorol Soc 77:437–470

    Article  Google Scholar 

  • Kohonen T (2001) Self-organizing Maps, 3rd edn. Springer, Berlin

    Book  Google Scholar 

  • Liu Y, Weisberg RH, Mooers C (2006) Performance evaluation of the self-organizing map for feature extraction. J Geophys Res Oceans 111:C5

    Article  Google Scholar 

  • Luo D, Gong T (2006) A possible mechanism for the eastward shift of interannual NAO action centers in last three decades. Geophys Res Lett 33:L24815

    Article  Google Scholar 

  • Rousi Ε, Anagnostolpoulou C, Tolika K, Maheras P (2015) Representing teleconnection patterns over Europe: a comparison of SOM and PCA methods. Atmos Res 152:123–137

    Article  Google Scholar 

  • Ulbrich U, Christoph M (1999) A shift of the NAO and increasing storm track activity over Europe due to anthropogenic greenhouse gas forcing. Clim Dyn 15:551–559

    Article  Google Scholar 

  • Wallace JM, Gutzler DS (1981) Teleconnections in the geopotential height field during the Northern Hemisphere winter. Mon Weather Rev 109:784–812

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to E. Rousi .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2017 Springer International Publishing Switzerland

About this paper

Cite this paper

Rousi, E., Ulbrich, U., Rust, H.W., Anagnostolpoulou, C. (2017). An NAO Climatology in Reanalysis Data with the Use of Self-organizing Maps. In: Karacostas, T., Bais, A., Nastos, P. (eds) Perspectives on Atmospheric Sciences. Springer Atmospheric Sciences. Springer, Cham. https://doi.org/10.1007/978-3-319-35095-0_103

Download citation

Publish with us

Policies and ethics