Improving the heavy rainfall forecasting using a weighted deep learning model

Improving the heavy rainfall forecasting using a weighted deep learning model

Weather forecasting has been playing an important role in socio-economics. However, operational numerical weather prediction (NWP) is insufficiently accurate in terms of precipitation forecasting, especially for heavy rainfalls. Previous works on NWP bias correction utilizing deep learning (DL) meth...

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Bibliographic Details
Main Authors: Yutong Chen, Gang Huang, Ya Wang, Weichen Tao, Qun Tian, Kai Yang, Jiangshan Zheng, Hubin He
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-02-01
Series:Frontiers in Environmental Science
Subjects:
bias correction
deep learning
extremely heavy rainfall
imbalanced data
ECMWF
Henan
Online Access:https://www.frontiersin.org/articles/10.3389/fenvs.2023.1116672/full

Internet

https://www.frontiersin.org/articles/10.3389/fenvs.2023.1116672/full

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