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Deep Learning
On the phenomena-oriented validation of spatial neural-network based surface wind downscaling over the Arctic seas
Neural-network based downscaling offers a computationally efficient alternative to high-resolution dynamical modeling, yet its …
Vadim Rezvov
,
Mikhail Krinitskiy
,
Alexander Gavrikov
,
Vasilisa Koshkina
,
Ekaterina Demidova
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Assessment of Atmospheric Dynamics Based on Neural-Network Downscaling of Near-Surface Wind Speed Fields over the Barents and Kara Seas
This study examines the use of a deep learning approach for spatial downscaling (increasing spatial resolution) of near-surface wind …
Stanislava Vostrikova
,
Mikhail Krinitskiy
,
Сергей Гулев
,
Марина Александрова
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