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DOI | 10.1007/s00382-019-04975-y |
Climate-mode initialization for decadal climate predictions | |
Polkova I.; Köhl A.; Stammer D. | |
发表日期 | 2019 |
ISSN | 0930-7575 |
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
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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 |
推荐引用方式 GB/T 7714 | 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). |
条目包含的文件 | 条目无相关文件。 |
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