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Predicting the extremes of Indian summer monsoon rainfall with coupled ocean-atmosphere models

机译:利用耦合的海洋-大气模型预测印度夏季风的极端降雨

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An analysis of the retrospective predictions by seven coupled ocean atmosphere models from major forecasting centres of Europe and USA, aimed at assessing their ability in predicting the interannual variation of the Indian summer monsoon rainfall (ISMR), particularly the extremes (i.e. droughts and excess rainfall seasons) is presented in this article. On the whole, the skill in prediction of extremes is not bad since most of the models are able to predict the sign of the ISMR anomaly for a majority of the extremes. There is a remarkable coherence between the models in successes and failures of the predictions, with all the models generating loud false alarms for the normal monsoon season of 1997 and the excess monsoon season of 1983. It is well known that the El Nino and Southern Oscillation (ENSO) and the Equatorial Indian Ocean Oscillation (EQUINOO) play an important role in the interannual variation of ISMR and particularly the extremes. The prediction of the phases of these modes and their link with the monsoon has also been assessed. It is found that models are able to simulate ENSO-monsoon link realistically, whereas the EQUINOO-ISMR link is simulated realistically by only one model the ECMWF model. Furthermore, it is found that in most models this link is opposite to the observed, with the predicted ISMR being negatively (instead of positively) correlated with the rainfall over the western equatorial Indian Ocean and positively (instead of negatively) correlated with the rainfall over the eastern equatorial Indian Ocean. Analysis of the seasons for which the predictions of almost all the models have large errors has suggested the facets of ENSO and EQUINOO and the links with the monsoon that need to be improved for improving monsoon predictions by these models.
机译:对来自欧洲和美国主要预报中心的七个耦合海洋大气模型进行的回顾性预测分析,旨在评估其预测印度夏季风降水(ISMR)的年际变化的能力,特别是极端事件(即干旱和降雨过多)季节)。总体而言,由于大多数模型都能预测大多数极端情况下ISMR异常的征兆,因此极端情况下的预测技巧也不错。在预测的成功与失败之间,模型之间有着显着的一致性,所有模型在1997年的正常季风季节和1983年的季风过多季节都会产生响亮的虚假警报。众所周知,厄尔尼诺和南方涛动(ENSO)和赤道印度洋涛动(EQUINOO)在ISMR的年际变化,特别是极端事件中起着重要作用。还评估了这些模式的相位及其与季风的联系的预测。发现模型能够现实地模拟ENSO-季风链接,而EQUINOO-ISMR链接仅由ECMWF模型中的一个模型现实地模拟。此外,发现在大多数模型中,这种联系与所观察到的相反,预测的ISMR与赤道西印度洋上的降雨呈负相关(而非正相关),而与赤道印度洋上的降水呈正相关(而非负相关)。赤道东印度洋。对几乎所有模型的预测都有较大误差的季节的分析表明,ENSO和EQUINOO的各个方面以及与季风的联系需要加以改进,以通过这些模型改进季风的预测。

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