Recalibration of general circulation model output to austral summer rainfall over Southern Africa

被引:25
作者
Bartman, AG
Landman, WA
Rautenbach, CJD
机构
[1] S African Weather Serv, ZA-0001 Pretoria, South Africa
[2] Univ Pretoria, Dept Geog Geoinformat & Meteorol, ZA-0002 Pretoria, South Africa
关键词
Southern Africa; GCM simulations; recalibration; perfect prognosis; model output statistics; seasonal rainfall simulations; rainfall; geopotential heights;
D O I
10.1002/joc.954
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
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 (C) 2003 Royal Meteorological Society.
引用
收藏
页码:1407 / 1419
页数:13
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