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Downscaling long lead time daily rainfall ensemble forecasts through deep learning

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Bibliographic Details
Main Authors: Jin, Huidong, Jiang, Weifan, Chen, Minzhe
Format: Book
Language:English
Published: Springer 2023
Subjects:
SCF
QM
Online Access:https://link.springer.com/article/10.1007/s00477-023-02444-x
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8733
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spelling 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 8.891787

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