Jacob Prince-Bieker

We want to expand our forecasting to more places. EUMETSAT does cover India with the Indian Ocean 15-minutely full disk imaging, but India itself is more on the edge. Getting...

**Describe the bug** https://www.eumetsat.int/meteosat-10meteosat-11-mission-swap The two satellites are swapping positions and roles, which means the filenames of the RSS and Full-Earth Scan data will change. We use regex a few...

When the Data Store or Data Tailor is down, the application crashes, but we aren't always sure why. The UNS service would be able to tell us if its an...

## Arxiv/Blog/Paper Link https://arxiv.org/abs/2403.15356 ## Detailed Description In this they use the central wavelength of the image sensor channel to create an embedding for different EO sensors, and modify the...

[Paper & Dataset] Verification against in-situ observations forData-Driven Weather Prediction

3

## Arxiv/Blog/Paper Link https://arxiv.org/pdf/2305.00048.pdf ## Detailed Description Dataset is available through Huggingface here: https://huggingface.co/datasets/excarta/madis2020 This paper goes more into verifying how well data driven model perform, specifically against real observations...

Add support training and evaluation on WeatherBench 2

13

We want to be able to train and evaluate on WeatherBench2 to enable easy comparisons of the data. ## Detailed Description https://weatherbench2.readthedocs.io/en/latest/data-guide.html ## Context The data is already in Zarr...

Add support for using OpenMeteo Open Dataset for training/inference

4

OpenMeteo has started a public dataset (see https://github.com/open-meteo/open-data) that is archiving multiple different providers of weather data forecasts. The archive only goes back to December 2023, so currently probably isn't...

WeatherMesh

3

## Arxiv/Blog/Paper Link https://windbornesystems.com/blog/how-we-built-our-record-breaking-ai-model-weathermesh ## Detailed Description Unfortunately very annoyingly quite limited details on the model, much less than any other weather forecasting model so far that I've seen, but...

[Paper] GenCast Diffusion model for weather forecasting

9

## Arxiv/Blog/Paper Link https://arxiv.org/abs/2312.15796 ## Detailed Description A diffusion-based approach to weather forecasting, that is quite stable autoregressively. Probably fits in more with `diffusion_weather` but here to be with the...

[Paper] FenguWu GHR

3

## Arxiv/Blog/Paper Link https://arxiv.org/abs/2402.00059 ## Detailed Description Uses some cool tricks to have vanilla transformer, with LoRA and trained on weather bench data to have high resolution, long lead time...