Stochastic implications for long-range rainfall predictions

被引:0
作者
B. G. Hunt
M. R. Dix
机构
[1] CSIRO Oceans and Atmosphere Flagship,
来源
Climate Dynamics | 2017年 / 49卷
关键词
Rainfall predictability; Stochastic influences; Coupled climatic model; 5000-year simulation;
D O I
暂无
中图分类号
学科分类号
摘要
Rainfall prediction for a year in advance would be immensely valuable for numerous activities, if it were achievable. It is shown that in any one year, the chances of making a correct prediction is about 50%, but there is no way a priori of determining the correctness of such a prediction. This results primarily because annual mean time series of rainfall over most of the globe consists of white noise, i.e. they are random/stochastic. This outcome is shown to exist for both observations and output from a coupled global climatic model, based on autoregressive analysis. The major forcing mechanism for rainfall anomalies over much of the global is the El Niño/Southern Oscillation, but it explains only a modest part of the variance in the rainfall. Much of the remaining variance is attributed to internal climatic variability, and it is shown that this imposes a major limitation on rainfall predictability.
引用
收藏
页码:4189 / 4200
页数:11
相关论文
共 118 条
[1]  
Chen M(2015)A study of the predictability of sea surface temperature over the tropics Clim Dyn 44 1767-1776
[2]  
Kumar A(2012)Uncertainty in climate change projections: the role of internal variability Clim Dyn 38 527-546
[3]  
Wang W(2001)Low-frequency modulation of the ENSO–Indian monsoon rainfall relationship: signal or noise J Clim 14 2486-2492
[4]  
Deser C(2003)Evaluation of the IRI’s “net assessment” seasonal climate forecasts 1997–2001 Bull Am Meterol Soc 84 1761-1781
[5]  
Phillips A(2016)Long-lead ENSO predictability from CMIP5 decadal hindcasts Clim Dyn 46 3127-3147
[6]  
Bourdette V(1998)Interannual variations of Indian summer monsoon in a GCM: external versus internal feedbacks J Clim 11 501-522
[7]  
Teng H(2006)The annual cycle, intraseasonal oscillations and roadblock to seasonal predictability of the Asian summer monsoon J Clim 19 5078-5098
[8]  
Gershunov A(2009)Improving the global precipitation record GPCP version 2.1 Geophys Res Lett 36 L17808.-806
[9]  
Schneider N(2004)The stationarity of global mean climate Int J Climatol 24 795-694
[10]  
Barnett T(2006)The medieval warm period, the little ice age and simulated climatic variability Clim Dyn 27 677-5304