GraphCast: AI model for faster and more accurate global weather forecasting

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  • ai-models

  • You can try, but other models in this class have struggled when initialized using model states pulled from other analysis systems.

    ECMWF publishes a tool that can help bootstrap simple inference runs with different AI models [1] (they have plugins for several). You could write a tool that re-maps a GDAS analysis to "look like" ERA-5 or IFS analysis, and then try feeding it into GraphCast. But YMMV if the integration is stable or not - models like PanguWx do not work off-the-shelf with this approach.

    [1]: https://github.com/ecmwf-lab/ai-models

  • arco-era5

    Recipes for reproducing Analysis-Ready & Cloud Optimized (ARCO) ERA5 datasets.

  • You can get some of the historical data also from here: https://cloud.google.com/storage/docs/public-datasets/era5 (if the official API is too slow. )

    To use the data in live fashion I think you would need to get license from ECMWF...

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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