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Advances and prospects of deep learning for medium-range extreme weather forecasting
In recent years, deep learning models have rapidly emerged as a stand-alone alternative to physics-based numerical models for medium-range weather forecasting. Several independent research groups claim to have developed deep learning weather forecasts that outperform those from state-of-the-art physics-based models, and operational implementation of data-driven forecasts appears to be drawing near. However, questions remain about the capabilities of deep learning models with respect to providing robust forecasts of extreme weather. This paper provides an overview of recent developments in the field of deep learning weather forecasts and scrutinises the challenges that extreme weather events pose to leading deep learning models. Lastly, it argues for the need to tailor data-driven models to forecast extreme events and proposes a foundational workflow to develop such models.
Advances and prospects of deep learning for medium-range extreme weather forecasting
In recent years, deep learning models have rapidly emerged as a stand-alone alternative to physics-based numerical models for medium-range weather forecasting. Several independent research groups claim to have developed deep learning weather forecasts that outperform those from state-of-the-art physics-based models, and operational implementation of data-driven forecasts appears to be drawing near. However, questions remain about the capabilities of deep learning models with respect to providing robust forecasts of extreme weather. This paper provides an overview of recent developments in the field of deep learning weather forecasts and scrutinises the challenges that extreme weather events pose to leading deep learning models. Lastly, it argues for the need to tailor data-driven models to forecast extreme events and proposes a foundational workflow to develop such models.
Advances and prospects of deep learning for medium-range extreme weather forecasting
Olivetti, Leonardo (Autor:in) / Messori, Gabriele (Autor:in)
01.03.2024
Aufsatz (Zeitschrift)
Elektronische Ressource
Englisch
DDC:
690
Advances and developments in weather forecasting
Engineering Index Backfile | 1936
|Extended and Long‐Range Weather Forecasting
Wiley | 1963
|Engineering Index Backfile | 1937
|Engineering Index Backfile | 1937
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