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DOI10.1007/s00382-019-04975-y
Climate-mode initialization for decadal climate predictions
Polkova I.; Köhl A.; Stammer D.
发表日期2019
ISSN0930-7575
起始页码7097
结束页码7111
卷号53期号:11
英文摘要In the context of decadal climate predictions, a climate-mode initialization method is being tested by which ocean ORAS4 reanalysis is projected onto dominant modes of variability of the Earth System Model from the Max Planck Institute for Meteorology (MPI-ESM). The method aims to improve the prediction skill of the model by filtering out dynamically unbalanced noise during the initialization step. Used climate modes are calculated as statistical 3-D modes based on the bivariate empirical orthogonal function (EOF) analysis applied to temperature and salinity anomalies from an ensemble of historical simulations from the MPI-ESM. The climate-mode initialization method shows improved surface temperature skill, particularly over the tropical Pacific Ocean at seasonal-to-interannual timescales associated with the improved zonal momentum balance. There, the new initialization somewhat outperforms the surface temperature skill of the anomaly initialization also for lead years 2–5. In other parts of the world ocean, both initialization methods currently are equivalent in skill. However, only 44% of variance in the original ORAS4 reconstruction remains after the projection on model modes, suggesting that the ORAS4 modes are not fully compatible with the model modes. Moreover, we cannot dismiss the possibility that model modes are not sufficiently sampled with the data set underlying the EOF analysis. The full potential of the climate-mode initialization method for future decadal prediction systems therefore still needs to be quantified based on improved modal representation. © 2019, The Author(s).
英文关键词Climate mode; Decadal prediction; Initialization
语种英语
scopus关键词climate modeling; climate prediction; decadal variation; empirical orthogonal function analysis; ensemble forecasting; salinity; surface temperature; temperature anomaly; Pacific Ocean; Pacific Ocean (Tropical)
来源期刊Climate Dynamics
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/145804
作者单位Institut für Meereskunde, Universität Hamburg, CEN, Bundesstrasse 53, Hamburg, 20146, Germany
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Polkova I.,Köhl A.,Stammer D.. Climate-mode initialization for decadal climate predictions[J],2019,53(11).
APA Polkova I.,Köhl A.,&Stammer D..(2019).Climate-mode initialization for decadal climate predictions.Climate Dynamics,53(11).
MLA Polkova I.,et al."Climate-mode initialization for decadal climate predictions".Climate Dynamics 53.11(2019).
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