Improving the Prediction of the East Asian Summer Monsoon: New Approaches

被引:77
作者
Fan, Ke [1 ,2 ]
Liu, Ying [1 ,3 ]
Chen, HuoPo [1 ]
机构
[1] Chinese Acad Sci, Nansen Zhu Int Res Ctr, Inst Atmospher Phys, Beijing 100029, Peoples R China
[2] Chinese Acad Sci, Key Lab Reg Climate Environm E Asia, Beijing 100029, Peoples R China
[3] Chinese Acad Sci, Grad Univ, Beijing 100029, Peoples R China
关键词
GENERAL-CIRCULATION MODEL; INTERANNUAL PREDICTION; SEASONAL PREDICTION; INCREMENT APPROACH; CLIMATE MODEL; RAINFALL; VARIABILITY; FREQUENCY; SYSTEM; OUTPUT;
D O I
10.1175/WAF-D-11-00092.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
East Asian summer monsoon (EASM) prediction is difficult because of the summer monsoon's weak and unstable linkage with El Nino-Southern Oscillation (ENSO) interdecadal variability and its complicated association with high-latitude processes. Two statistical prediction schemes were developed to include the interannual increment approach to improve the seasonal prediction of the EASM's strength. The schemes were applied to three models [i.e., the Centre National de Recherches Meteorologiques (CNRM), the Met Office (UKMO), and the European Centre for Medium-Range Weather Forecasts (ECMWF)] and the Multimodel Ensemble (MME) from the Development of a European Multimodel Ensemble System for Seasonal-to-Interannual Prediction (DEMETER) results for 1961-2001. The inability of the three dynamical models to reproduce the weakened East Asian monsoon at the end of the 1970s leads to low prediction ability for the interannual variability of the EASM. Therefore, the interannual increment prediction approach was applied to overcome this issue. Scheme I contained the EASM in the form of year-to-year increments as a predictor that is derived from the direct outputs of the models. Scheme IT contained two predictors: both the EASM and also the western North Pacific circulation in the form of year-to-year increments. Both the cross-validation test and the independent hindcast experiments showed that the two prediction schemes have a much better prediction ability for the EASM than does the original scheme. This study provides an efficient approach for predicting the EASM.
引用
收藏
页码:1017 / 1030
页数:14
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