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Modelling the dominant climate signals around southern Africa

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Abstract

In this study, statistical techniques are employed to decompose climate signals around southern Africa into the dominant temporal frequencies, with the aim of modelling and predicting area-averaged rainfall. In the rainfall time series over the period 1900–1999, the annual cycle accounts for 83% of variance. Residual spectral energy cascades from biennial (42%) to interannual (20%) to decadal bands (3%). Regional climate signals are revealed through a multi-taper singular value decomposition analysis of sea surface temperature and sea level pressure fields over the Atlantic and Indian Oceans, in conjunction with southern Africa rainfall. Rossby wave action in the South Indian Ocean dominates the biennial scale variability. El Niño-Southern Oscillation (ENSO) and related Indian Ocean dipole patterns are important for interannual variability. Significant sea temperature and pressure fluctuations occurring 6–12 months prior to rainfall contribute biennial and interannual indices to a multi-variate model that demonstrates useful predictive skill.

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References

  • Allan RJ (2000) ENSO and climatic variability in the last 150 years. In: Diaz HF, Markgraf V (eds) El Niño and the southern oscillation: multiscale variability, global and regional impacts. Cambridge University Press, Cambridge, pp 3–56

    Google Scholar 

  • Allan RJ, Reason CJC, Lindesay JA, Ansell TJ (2003) Protracted ENSO episodes and their impacts in the Indian Ocean region. Deep Sea Res II 50:2331–2347

    Article  Google Scholar 

  • Bjerknes J (1969) Atmospheric teleconnections from the equatorial Pacific. Mon Weather Rev 97:163–172

    Google Scholar 

  • Chambers DP, Tapley BD, Stewart RH (1999) Anomalous warming of the Indian Ocean coincident with El Niño. J Geophys Res 104:3035–3047

    Article  Google Scholar 

  • Huang B, Kinter JL III (2001) The interannual variability in the tropical Indian Ocean and its relation to El Niño/southern oscillation. COLA Technical Report 94, Washington, p 48

  • Hulme M (1992) Rainfall changes in Africa: 1931–1960 to 1961–1990. Int J Climatol 12:685–699

    Google Scholar 

  • Jury MR (1992) A climatic dipole governing the interannual variability of convection over the SW Indian Ocean. Trends Geophys Res 1:165–172

    Google Scholar 

  • Jury MR, Huang B (2004) The Rossby wave as a key determinant of Indian Ocean climate variability. Deep Sea Res (in press)

  • Jury MR, Melice J-L (2000) Analysis of Durban rainfall and Nile river flow 1871–1999. Theor Appl Climatol 67:161–169

    Article  Google Scholar 

  • Jury MR, Nkosi SE (2000) Easterly flow in the tropical Indian Ocean and climate variability over south-east Africa. Water S Afr 26:147–152

    Google Scholar 

  • Jury MR, McQueen CA, Levey KM (1994) SOI and QBO signals in the African region. Theor Appl Climatol 50:103–115

    Google Scholar 

  • Jury MR, Mulenga HM, Mason SJ (1999) Exploratory long-range models to estimate summer climate variability over southern Africa. J Climate 12:1892–1899

    Article  Google Scholar 

  • Jury MR, Enfield DB, Melice J-L (2002) Tropical monsoons around Africa: stability of ENSO associations and links with continental rainfall. J Geophys Res C10(15):1–17

    Google Scholar 

  • Kalnay E et al (1996) The NCEP/NCAR 40-year re-analysis project. Bull Am Meteorol Soc 77:437–471

    Article  Google Scholar 

  • Landman WA, Mason SJ (1999) Operational long-lead prediction of South African rainfall using cannonical correlation analysis. Int J Climatol 19:1073–1090

    Article  Google Scholar 

  • Mann ME, Park J (1996) Joint spatio-temporal modes of surface temperature and sea level pressure variability in the northern hemisphere during the last century. J Climate 9:2137–2162

    Article  Google Scholar 

  • Mason SJ (1990) Temporal variability of sea surface temperatures around southern Africa: a possible forcing mechanism for the eighteen-year rainfall oscillation? S Afr J Sci 86:243–252

    Google Scholar 

  • Mason SJ, Jury MR (1997) Climate change and variability over southern Africa: a reflection on underlying processes. Prog Phys Geogr 21:23–50

    Google Scholar 

  • Meehl GA (1997) The south Asian monsoon and the tropospheric biennial oscillation. J Climate 10:1921–1943

    Article  Google Scholar 

  • Melice J-L, Servain J (2004) The tropical Atlantic meridional SST gradient index and its relationships with the SOI, NAO and southern Ocean. Climate Dyn (in press)

  • New M, Hulme M, Jones P (2000) Representing 20th century space–time climate variability, part 2: Development of 1901–1996 monthly grids of terrestrial surface climate. J Climate 13:2217–2238

    Article  Google Scholar 

  • Nicholson SE, Entekhabi D (1986) The quasi-periodic behaviour of rainfall variability in Africa and its relationship to the southern oscillation. Archiv fur Meteorologie Geophysik und Bioklimatologie 34A:311–348

    Google Scholar 

  • Reason CJC, Mulenga HM (1999) Relationships between South African rainfall and SST anomalies in the southwest Indian Ocean. Int J Climatol 19:1651–1673

    Article  Google Scholar 

  • Reason CJC, Rouault M (2002) ENSO-like decadal patterns and South African rainfall. Geophys Res Lett 29(13):DOI 10.1029/2002GL014663

    Article  Google Scholar 

  • Reason CJC, Allan RJ, Lindesay JA, Ansell TJ (2000) ENSO and climatic signals across the Indian Ocean basin in the global context, part 1: Interannual composite patterns. Int J Climatol 20:1285–1327

    Article  Google Scholar 

  • Richard Y, Trzaska S, Roucon P, Rouault M (2000) Modification of the southern African rainfall variability—ENSO relationship since the late 1960s. Climate Dyn 16:883–895

    Article  Google Scholar 

  • Rocha AMC, Simmonds I (1997) Interannual variability of south-east African summer rainfall, Part I: Relationships with air–sea interaction processes. Int J Climatol 17:235–265

    Google Scholar 

  • Saji NH, Goswami BN, Vinayachandran PN, Yamagata T (1999) A dipole mode in the tropical Indian Ocean. Nature 401:360–363

    Article  Google Scholar 

  • Tourre YM, White WB (1997) Evolution of the ENSO signal over the Indo-Pacific domain. J Phys Oceanogr 27:683–695

    Article  Google Scholar 

  • Tourre YM, Rajagopalan B, Kushnir Y, Barlow M, White WB (2001) Patterns of coherent decadal and interdecadal climate signals in the Pacific Basin during the 20th century. Geophys Res Lett 28:2069

    Article  Google Scholar 

  • Tyson PD (1971) Spatial variation of rainfall spectra in South Africa. Ann Assoc Am Geogr 61:711–720

    Google Scholar 

  • Webster PJ (1994) The role of hydrological processes in ocean–atmosphere interactions. Rev Geophys 32:427–476

    Article  Google Scholar 

  • Webster PJ, Moore AM, Loschnigg JP, Leben RR (1999) Coupled ocean–atmosphere dynamics in the Indian Ocean during 1997–1998. Nature 401:356–360

    Article  CAS  Google Scholar 

  • Weng H, Lau KM (1994) Wavelets, period doubling, and time frequency localization with application to organization of convection over the tropical western Pacific. J Atmos Sci 51:2523–2541

    Article  Google Scholar 

  • White WB, Allan RJ (2001) A global biennial wave in surface temperature and pressure and its decadal modulation from 1900 to 1994. J Geophys Res 106:26789–26803

    Article  Google Scholar 

  • White WB, Cayan DR (2000) A global ENSO wave in surface temperature and pressure and its interdecadal modulation from 1900 to 1994. J Geophys Res 105:11223–11242

    Article  Google Scholar 

  • White WB, Tourre YM (2003) Global SST/SLP waves during the 20th century. Geophys Res Lett 30(12):53–57

    Article  Google Scholar 

  • White WB, Annamalai H, Tourre YM (2003) Influence of global SST/SLP waves on Indian summer monsoon rainfall 1900–1995. J Climate (in review)

  • Yasunari T (1985) Zonally propagating modes of the global east-west circulation associated with the southern oscillation. J Meteorol Soc Jpn 63:1013–1029

    Google Scholar 

  • Yasunari T (1989) A possible link of the QBO’s between the stratosphere, troposphere, and sea surface temperature in the Tropics. J Meteorol Soc Jpn 67:483–493

    Google Scholar 

Download references

Acknowledgements

This work was supported by research grants from the NRF, WRC, DACST, ARC, and MRC of South Africa.

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Jury, M.R., White, W.B. & Reason, C.J.C. Modelling the dominant climate signals around southern Africa. Climate Dynamics 23, 717–726 (2004). https://doi.org/10.1007/s00382-004-0468-z

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