Deterministic nowcasting of geostationary satellite infrared brightness temperature using 3D U-Net diffusion model
Abstract We present a generative modeling approach for nowcasting infrared (IR) brightness temperatures (Tb) from geostationary satellite observations (~ 10.8 μm) that couples a denoising diffusion probabilistic model with a 3D U-Net backbone. Using SEVIRI observations, the model ingests six hours o...
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| Glavni autori: | , , , , , |
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| Format: | Artigo |
| Jezik: | Inglês |
| Izdano: |
Nature Portfolio
2026-01-01
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| Serija: | Scientific Reports |
| Online pristup: | https://doi.org/10.1038/s41598-025-34207-9 |
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