AI for Climate Risk: Difference between revisions

Revision as of 00:10, 16 October 2024

Prithvi WxC(open-source) In collaboration with NASA, IBM built a general-purpose AI foundation model that could be customized for a range of practical weather and climate applications, at varying spatial scales. Potential applications include creating targeted forecasts from local weather data, predicting extreme weather events, improving the spatial resolution of global climate simulations, and improving the representation of physical processes in conventional weather and climate models.
Aurora A foundation model developed by Microsoft that can do high-resolution (11-km) weather forecast and even air pollution forecast.

Weather forecast

GraphCast Global weather forecast model developed by Google DeepMind.
Panggu(open-source) Global weather forecast model developed by Huawei, China
Fuxi(open-source) Global weather forecast model developed by Fudan University, China

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 ==== AI Foundation Model for Weather and Climate ====
-* [https://huggingface.co/papers/2409.13598 '''Prithvi WxC'''](open-source)  In collaboration with NASA, IBM built a '''general-purpose AI foundation model''' that could be customized for a range of practical '''weather and climate applications''', at varying spatial scales. Potential applications include creating targeted forecasts from local weather data, predicting extreme weather events, improving the spatial resolution of global climate simulations, and improving the representation of physical processes in conventional weather and climate models.
+* [https://huggingface.co/papers/2409.13598 '''Prithvi WxC'''](open-source)  In collaboration with NASA, IBM built a '''general-purpose AI foundation model''' that could be customized for a range of practical weather and climate applications, at varying spatial scales. Potential applications include creating targeted forecasts from local weather data, predicting extreme weather events, improving the spatial resolution of global climate simulations, and improving the representation of physical processes in conventional weather and climate models.
 * [https://arxiv.org/abs/2405.13063 '''Aurora'''] A foundation model developed by Microsoft that can do high-resolution (11-km) weather forecast and even air pollution forecast.
 Weather forecast