Spatiotemporal model based on transformer for bias correction and temporal downscaling of forecasts

Spatiotemporal model based on transformer for bias correction and temporal downscaling of forecasts

Numerical weather prediction (NWP) provides the future state of the atmosphere and is a major tool for weather forecasting. However, NWP has inevitable errors and requires bias correction to obtain more accurate forecasts. NWP is based on discrete numerical calculations, which inevitably result in a...

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Hlavní autoři: Li Xiang, Jiping Guan, Jie Xiang, Lifeng Zhang, Fuhan Zhang
Médium: Článek
Jazyk:English
Vydáno: Frontiers Media S.A. 2022-11-01
Edice:Frontiers in Environmental Science
Témata:
spatiotemporal modeling
bias correction
temporal downscaling
weather forecasting
swin transformer
On-line přístup:https://www.frontiersin.org/articles/10.3389/fenvs.2022.1039764/full

Internet

https://www.frontiersin.org/articles/10.3389/fenvs.2022.1039764/full

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