Volume 4, Issue 3, June 2015, Page: 112-119
Ethiopian Seasonal Rainfall Variability and Prediction Using Canonical Correlation Analysis (CCA)
Kassa Fekadu, Ethiopian Meteorological Society, Meteorological Education and Training Directorate, National Meteorological Agency (NMA) of Ethiopia, Addis Ababa, Ethiopia
Received: Apr. 9, 2015;       Accepted: May 11, 2015;       Published: Jun. 6, 2015
DOI: 10.11648/j.earth.20150403.14      View  5104      Downloads  234
Because Ethiopia’s economy is mainly dependent on rain-fed agriculture, the failure or the goodness of seasonal rainfall is incredibly decisive the country’s socio economic functioning- in particular, food production. As a result, the reliable seasonal rainfall prediction would have several advantages for agricultural activities, water management, health (Malaria control) and drought related disaster mitigation. In this paper an attempt is made to study the variability and predictability of two Ethiopian rainy seasons using statistical methods. Canonical Correlation Analysis (CCA) applied to analyze and predict seasonal rainfall over Ethiopia using global sea surface temperature (SST) predictor data and historical monthly total Ethiopian rainfall and merged both satellite and rain gauge rainfall data predictand data. It is found that in general, ENSO is the main source of predictive skill for Ethiopian seasonal rainfall. This is the case for both the Belg (small rainy season) from February to May and Kiremt (main rainy season) from June to September, during which other, more regional SST in the Atlantic and Indian Ocean also contribute. The objective approach provided by the CAA approach resulted in higher mean skill than the more subjective methods used traditionally by the Ethiopian National Meteorological Agency (NMA) since the late 1980’s.
ENSO, El Nino, La Nina, SST, Belg (Feb-May), Kiremt (Jun-Sep)
To cite this article
Kassa Fekadu, Ethiopian Seasonal Rainfall Variability and Prediction Using Canonical Correlation Analysis (CCA), Earth Sciences. Vol. 4, No. 3, 2015, pp. 112-119. doi: 10.11648/j.earth.20150403.14
Kassahun, B., 1987: Weather systems over Ethiopia. Proc. First Tech. Conf. on MeteorologicalResearch in Eastern and Southern Africa, Nairobi, Kenya, UCAR, 53-57.
Bekele,F., 1992: Ethiopia Climate and Seasons.Addis Ababa, Ethiopia.
Korecha, D., and Barnston, A. G., 2007: Predictability of June–September Rainfall in Ethiopia. Mon.Weather Rev.,135, 625-650.
Segele, Z. T., and P. J. Lamb 2005: Characterization and variability of Kiremt rainy season overEthiopia. Meteor. Atmos. Phys., 89, 153-180.
Gissila, T., E. Black, D. I. F. Grimes, and J. M. Slingo, 2004: Seasonal forecasting of the Ethiopian summer rains. Int. J. Climatol., 24, 1345–1358.
Whiteman, C. David (2000). Mountain Meteorology: Fundamentals and Applications. OxfordUniversity Press. ISBN 0-19-513271-8.
Zebiak, S.E., and M.A. Cane, 1987: A Model El Ni & ntilde–Southern Oscillation. Mon. Wea. Rev., 115, 2262–2278.
Degefu, W., 1987: Some aspects of meteorological drought in Ethiopia. Drought and Hunger in Ethiopia, 23-36.
Tadesse T., 1994, summer monsoon seasonal rain fall of Ethiopia in ENSO episodic years
Diro, G., Black, E., and Grimes, D. (2008). Seasonal forecasting of Ethiopian spring rains. Meteorological Applications, 15, 73-83.
Dinku, T., Asefa, K., Hailemariam, K., Grimes, D.,and Connor, S., 2011: Improving availability, access and use of climate information. Bull. World Meteorological Organization 60 (2).
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