AI Research Atlas

GenCast

Google DeepMind · 4 December 2024

GenCast is a diffusion-based ensemble weather model that makes a 15-day probabilistic forecast in 8 minutes on one TPU and beats ECMWF ENS on 97.2% of 1,320 targets.

Generates 50+ weather trajectories at 0.25 degrees, trained on 40 years of ERA5. Better at extreme events, cyclone tracks and wind-power forecasting. Code and weights released.

Date
Wednesday, 4 December 2024
Lab
Google DeepMind
Kind
model
Access
open weights

Figures

MeasureValueMeasured by
Targets beating ECMWF ENS97.2% of 1,320
99.8% beyond 36-hour lead time
company

Published in Nature 2024-12-04.

Sources

  1. deepmind.google/blog/gencast-predicts-weather-and-the-risks-of-extreme-conditions-with-sot

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