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[Paper] Aurora Weather Foundation Model #111

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jacobbieker opened this issue Jun 3, 2024 · 1 comment
Open

[Paper] Aurora Weather Foundation Model #111

jacobbieker opened this issue Jun 3, 2024 · 1 comment
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enhancement New feature or request

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@jacobbieker
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Arxiv/Blog/Paper Link

https://www.microsoft.com/en-us/research/blog/introducing-aurora-the-first-large-scale-foundation-model-of-the-atmosphere/

Detailed Description

They used 3D Swin transformer to encode data, trained on era5, gfs, cmip6, and more. They then used 3D perceiver transformer for the processing and decoding, as well as LoRA in the fine tuning stages for longer rollout.

One of the few ones not trained just on ERA5.

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@jacobbieker jacobbieker added the enhancement New feature or request label Jun 3, 2024
@jacobbieker
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Code has now been open sourced: https://github.com/microsoft/aurora

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