Ensemble Hindcasts of ENSO Events over the Past 120 Years Using a Large Number of Ensembles

IOCAS-IR > 海洋环流与波动重点实验室

	Ensemble Hindcasts of ENSO Events over the Past 120 Years Using a Large Number of Ensembles
	Zheng Fei; Zhu Jiang; Wang Hui; Zhang Ronghua
	2009-03
发表期刊	ADVANCES IN ATMOSPHERIC SCIENCES
卷号	26 期号:2 页码:359-372
摘要	Based on an intermediate coupled model (ICM), a probabilistic ensemble prediction system (EPS) has been developed. The ensemble Kalman filter (EnKF) data assimilation approach is used for generating the initial ensemble conditions, and a linear, first-order Markov-Chain SST anomaly error model is embedded into the EPS to provide model-error perturbations. In this study, we perform ENSO retrospective forecasts over the 120 year period 1886-2005 using the EPS with 100 ensemble members and with initial conditions obtained by only assimilating historic SST anomaly observations. By examining the retrospective ensemble forecasts and available observations, the veri. cation results show that the skill of the ensemble mean of the EPS is greater than that of a single deterministic forecast using the same ICM, with a distinct improvement of both the correlation and root mean square (RMS) error between the ensemble-mean hindcast and the deterministic scheme over the 12-month prediction period. The RMS error of the ensemble mean is almost 0.2 degrees C smaller than that of the deterministic forecast at a lead time of 12 months. The probabilistic skill of the EPS is also high with the predicted ensemble following the SST observations well, and the areas under the relative operating characteristic (ROC) curves for three different ENSO states (warm events, cold events, and neutral events) are all above 0.55 out to 12 months lead time. However, both deterministic and probabilistic prediction skills of the EPS show an interdecadal variation. For the deterministic skill, there is high skill in the late 19th century and in the middle-late 20th century (which includes some artificial skill due to the model training period), and low skill during the period from 1906 to 1961. For probabilistic skill, for the three different ENSO states, there is still a similar interdecadal variation of ENSO probabilistic predictability during the period 1886-2005. There is high skill in the late 19th century from 1886 to 1905, and a decline to a minimum of skill around 1910-50s, beyond which skill rebounds and increases with time until the 2000s.
关键词	Enso Ensemble Prediction System Interdecadal Predictability Hindcast
收录类别	SCI
语种	英语
文献类型	期刊论文
条目标识符	http://ir.qdio.ac.cn/handle/337002/18152
专题	海洋环流与波动重点实验室
推荐引用方式 GB/T 7714	Zheng Fei,Zhu Jiang,Wang Hui,et al. Ensemble Hindcasts of ENSO Events over the Past 120 Years Using a Large Number of Ensembles[J]. ADVANCES IN ATMOSPHERIC SCIENCES,2009,26(2):359-372.
APA	Zheng Fei,Zhu Jiang,Wang Hui,&Zhang Ronghua.(2009).Ensemble Hindcasts of ENSO Events over the Past 120 Years Using a Large Number of Ensembles.ADVANCES IN ATMOSPHERIC SCIENCES,26(2),359-372.
MLA	Zheng Fei,et al."Ensemble Hindcasts of ENSO Events over the Past 120 Years Using a Large Number of Ensembles".ADVANCES IN ATMOSPHERIC SCIENCES 26.2(2009):359-372.

条目包含的文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
Ensemble Hindcasts o（1032KB）			限制开放	CC BY-NC-SA	浏览