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Recalibration of general circulation model output to austral summer rainfall over southern Africa
Author(s) -
Bartman A. G.,
Landman W. A.,
Rautenbach C. J. DE W.
Publication year - 2003
Publication title -
international journal of climatology
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.58
H-Index - 166
eISSN - 1097-0088
pISSN - 0899-8418
DOI - 10.1002/joc.954
Subject(s) - climatology , geopotential , geopotential height , general circulation model , forcing (mathematics) , gcm transcription factors , environmental science , forecast skill , scale (ratio) , circulation (fluid dynamics) , ocean general circulation model , meteorology , climate change , precipitation , geography , geology , oceanography , physics , cartography , thermodynamics
Empirical techniques are developed to adjust dynamic model forecasts on the seasonal time scale for southern African summer rainfall. The techniques, perfect prognosis and model output statistics (MOS), are utilized to ‘recalibrate’ the CSIRO 9 general circulation model (GCM) large‐scale fields statistically to three equi‐probable rainfall categories for December to February. The recalibration is applied to a GCM experiment where simultaneously observed sea‐surface temperature fields serve as the lower boundary forcing. An optimal canonical correlation analysis model is designed for MOS and perfect prognosis and the 700 hPa geopotential height field is selected as the single predictor field in the two sets of statistical equations that are subsequently used to produce recalibrated rainfall simulations over a 10 year independent test period. MOS produced the higher forecast skill for southern Africa over the independent test period. Copyright © 2003 Royal Meteorological Society