Deep learning for bias correction of MJO prediction
The Madden-Julian Oscillation (MJO) is a crucial component of the tropical weather system, but forecasting it has been challenging. Here, the authors present a deep learning bias correction method that significantly improves multi-model forecasts of the MJO amplitude and phase for up to four weeks.
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Nature Portfolio
2021
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| Acceso en línea: | https://doaj.org/article/616bbb7f168048a5b541481dd7681e91 |
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oai:doaj.org-article:616bbb7f168048a5b541481dd7681e912021-12-02T14:47:29ZDeep learning for bias correction of MJO prediction10.1038/s41467-021-23406-32041-1723https://doaj.org/article/616bbb7f168048a5b541481dd7681e912021-05-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-23406-3https://doaj.org/toc/2041-1723The Madden-Julian Oscillation (MJO) is a crucial component of the tropical weather system, but forecasting it has been challenging. Here, the authors present a deep learning bias correction method that significantly improves multi-model forecasts of the MJO amplitude and phase for up to four weeks.H. KimY. G. HamY. S. JooS. W. SonNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-7 (2021) |
| institution |
DOAJ |
| collection |
DOAJ |
| language |
EN |
| topic |
Science Q |
| spellingShingle |
Science Q H. Kim Y. G. Ham Y. S. Joo S. W. Son Deep learning for bias correction of MJO prediction |
| description |
The Madden-Julian Oscillation (MJO) is a crucial component of the tropical weather system, but forecasting it has been challenging. Here, the authors present a deep learning bias correction method that significantly improves multi-model forecasts of the MJO amplitude and phase for up to four weeks. |
| format |
article |
| author |
H. Kim Y. G. Ham Y. S. Joo S. W. Son |
| author_facet |
H. Kim Y. G. Ham Y. S. Joo S. W. Son |
| author_sort |
H. Kim |
| title |
Deep learning for bias correction of MJO prediction |
| title_short |
Deep learning for bias correction of MJO prediction |
| title_full |
Deep learning for bias correction of MJO prediction |
| title_fullStr |
Deep learning for bias correction of MJO prediction |
| title_full_unstemmed |
Deep learning for bias correction of MJO prediction |
| title_sort |
deep learning for bias correction of mjo prediction |
| publisher |
Nature Portfolio |
| publishDate |
2021 |
| url |
https://doaj.org/article/616bbb7f168048a5b541481dd7681e91 |
| work_keys_str_mv |
AT hkim deeplearningforbiascorrectionofmjoprediction AT ygham deeplearningforbiascorrectionofmjoprediction AT ysjoo deeplearningforbiascorrectionofmjoprediction AT swson deeplearningforbiascorrectionofmjoprediction |
| _version_ |
1718389511259422720 |