Deep Learning for Daily 2‐m Temperature Downscaling

Abstract This study proposes a novel method, which is a U‐shaped convolutional neural network that combines non‐local attention mechanisms, Res2net residual modules, and terrain information (UNR‐Net). The original U‐Net method and the linear regression (LR) method are conducted as benchmarks. Genera...

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Bibliographic Details
Main Authors: Shuyan Ding, Xiefei Zhi, Yang Lyu, Yan Ji, Weijun Guo
Format: Article
Language:English
Published: American Geophysical Union (AGU) 2024-02-01
Series:Earth and Space Science
Online Access:https://doi.org/10.1029/2023EA003227