Jacob Prince-Bieker

https://www.ecmwf.int/en/about/media-centre/aifs-blog/2024/first-update-aifs ## Detailed Description AIFS model code isn't public, so not exactly sure how it is working, although its apparently similar to GraphCast. On a new update, it uses a...

# Pull Request ## Description This PR adds the ability to generate icosahedral graphs, like used in GraphCast, rather than the hexagonal graphs from `h3`. This also decouples the models...

[Paper] Graph-based Neural Weather Prediction for Limited Area Modeling

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## Arxiv/Blog/Paper Link https://www.climatechange.ai/papers/neurips2023/17 ## Detailed Description Interesting work using graph weather models for limited area models Code is available here: https://github.com/joeloskarsson/neural-lam ## Context This somewhat does the more fine-grained...

[Paper] GraphCast: Learning skillful medium-range global weather forecasting

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## Detailed Description https://arxiv.org/abs/2212.12794 ## Context ## Possible Implementation

Pull in recent observations to model

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We could try pulling in new observations when running the model, somewhat faster data assimilation essentially. Could use something like https://github.com/blaylockbk/SynopticPy ## Detailed Description ## Context If we can have...

## Arxiv/Blog/Paper Link https://github.com/NREL/sup3r uses GANs to create high-res solar and wind data from other NWP data. Not graph related, but weather related here. ## Context It is an interesting...

[Paper] Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting

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## Arxiv/Blog/Paper Link https://arxiv.org/pdf/2206.13816.pdf ## Detailed Description Uses GNN for time series forecasting, including of solar power data. Not directly weather, but putting here as GNN based. ## Context Could...

[Paper] ClimatX

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https://arxiv.org/abs/2301.10343 ## Detailed Description Transformer based foundation model for climate forecasting, only very very lightly skimmed it for now. ## Context ## Possible Implementation

### Dataset Name DWD ICON Global Model Forecast ### Dataset URL https://opendata.dwd.de/weather/nwp/ ### Description This is the German weather service's (DWD) ICON NWP model. These forecasts go out to 120...

Hi, Really great work! Its nice being able to stream in all this ERA5 data. I was wondering if some more surface solar radiation variables could be added to this?...