Downscaling long lead time daily rainfall ensemble forecasts through deep learning
CC-BY
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s00477-023-02444-x https://dlib.phenikaa-uni.edu.vn/handle/PNK/8733 |
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oai:localhost:PNK-87332023-08-07T08:34:29Z Downscaling long lead time daily rainfall ensemble forecasts through deep learning Jin, Huidong Jiang, Weifan Chen, Minzhe SCF QM CC-BY Skilful and localised daily weather forecasts for upcoming seasons are desired by climate-sensitive sectors. Various General circulation models routinely provide such long lead time ensemble forecasts, also known as seasonal climate forecasts (SCF), but require downscaling techniques to enhance their skills from historical observations. Traditional downscaling techniques, like quantile mapping (QM), learn empirical relationships from pre-engineered predictors. Deep-learning-based downscaling techniques automatically generate and select predictors but almost all of them focus on simplified situations where low-resolution images match well with high-resolution ones, which is not the case in ensemble forecasts. 2023-08-07T08:34:29Z 2023-08-07T08:34:29Z 2023 Book https://link.springer.com/article/10.1007/s00477-023-02444-x https://dlib.phenikaa-uni.edu.vn/handle/PNK/8733 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
SCF QM |
| spellingShingle |
SCF QM Jin, Huidong Jiang, Weifan Chen, Minzhe Downscaling long lead time daily rainfall ensemble forecasts through deep learning |
| description |
CC-BY |
| format |
Book |
| author |
Jin, Huidong Jiang, Weifan Chen, Minzhe |
| author_facet |
Jin, Huidong Jiang, Weifan Chen, Minzhe |
| author_sort |
Jin, Huidong |
| title |
Downscaling long lead time daily rainfall ensemble forecasts through deep learning |
| title_short |
Downscaling long lead time daily rainfall ensemble forecasts through deep learning |
| title_full |
Downscaling long lead time daily rainfall ensemble forecasts through deep learning |
| title_fullStr |
Downscaling long lead time daily rainfall ensemble forecasts through deep learning |
| title_full_unstemmed |
Downscaling long lead time daily rainfall ensemble forecasts through deep learning |
| title_sort |
downscaling long lead time daily rainfall ensemble forecasts through deep learning |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1007/s00477-023-02444-x https://dlib.phenikaa-uni.edu.vn/handle/PNK/8733 |
| _version_ |
1773599514954825728 |
| score |
8.887836 |