Revisiting the role of atmospheric initial signals in predicting ENSO

IF 5.4 3区 材料科学 Q2 CHEMISTRY, PHYSICAL ACS Applied Energy Materials Pub Date : 2024-08-09 DOI:10.1175/jcli-d-23-0702.1
Jiye Wu, Jing‐Jia Luo, T. Doi, Toshio Yamagata, S. Behera
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Abstract

El Niño–Southern Oscillation (ENSO) provides an important source of global seasonal-interannual predictability, while its prediction encounters bottlenecks. Besides the slow-varying air-sea feedbacks, high-frequency atmospheric signals (HFAS) act on ENSO evolution. This study revisits the role of atmospheric initial signals on ENSO prediction using an atmosphere-ocean coupled model. Two sets of sensitivity hindcasts are conducted. One utilizes a pure SST-nudging for initialization so that no observed atmospheric internal signal is assimilated. The other applies a combination of the SST-nudging and spectral nudging of JRA-55 reanalysis, which not only assimilates the observed atmospheric states and hence realizes skillful predictions of HFAS at the initial stage, but also improves the oceanic initial conditions (ICs), especially around the thermocline. Unexpectedly, the better atmosphere-ocean ICs neither improve ENSO prediction nor overcome the spring prediction barrier. Further analysis of Bjerknes stability index suggests that underestimated negative feedbacks and insufficient responses of ocean currents and thermocline slope to atmospheric internal winds may account for the failure. Nevertheless, assimilating the atmospheric information partly improves the prediction of El Niño onset, especially for two recent extreme cases (i.e., 1997/98 and 2015/16). This improvement is associated with better representations of initial westerly wind bursts (WWBs) that excite subsequent downwelling equatorial Kelvin waves. However, due to unpredictable WWBs and underestimated wind response to the SST warming owing to the cold tongue biases in boreal summer, the zonal advective feedbacks are underestimated and thus further development of El Niño cannot be well predicted. This study suggests the importance of initial atmospheric signals despite the limitation, prompting further efforts to improve model physics.
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重新审视大气初始信号在预测厄尔尼诺/南方涛动中的作用
厄尔尼诺-南方涛动(ENSO)是全球季节-年际可预测性的重要来源,但其预测却遇到了瓶颈。除了缓慢变化的海气反馈之外,高频大气信号(HFAS)也会对厄尔尼诺-南方涛动的演变产生影响。本研究利用大气-海洋耦合模式重新审视了大气初始信号对厄尔尼诺/南方涛动预测的作用。研究进行了两组敏感性后报。其中一组利用纯 SST 推导进行初始化,因此没有同化观测到的大气内部信号。另一组则结合使用了 JRA-55 再分析的海温推算和光谱推算,不仅同化了观测到的大气状态,从而在初始阶段实现了高分辨率大气系统的熟练预测,而且改善了海洋初始条件(IC),尤其是在温跃层附近。意想不到的是,更好的大气-海洋初始条件既没有改善厄尔尼诺/南方涛动预测,也没有克服春季预测障碍。对 Bjerknes 稳定指数的进一步分析表明,低估了负反馈以及洋流和温跃层斜率对大气内风的响应不足可能是失败的原因。然而,吸收大气信息部分改善了厄尔尼诺现象发生的预测,尤其是对最近两个极端情况(即 1997/98 和 2015/16)的预测。这种改进与更好地呈现激发随后下沉的赤道开尔文波的初始西风暴(WWB)有关。然而,由于不可预测的西风暴发以及北方夏季冷舌偏差导致的风对海温升高的反应被低估,地带平流反馈被低估,因此不能很好地预测厄尔尼诺现象的进一步发展。这项研究表明,尽管存在局限性,初始大气信号仍然很重要,这促使我们进一步努力改进模式物理。
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来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
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