search

openclimatefix / satflow

Satellite Optical Flow with machine learning models
https://satflow.readthedocs.io/en/stable/
MIT License
61 stars 10 forks source link

Critique of the MetNet paper #28

Open JackKelly opened 3 years ago

JackKelly commented 3 years ago

Not sure if this is the right place to post this (!) (maybe we should use github discussions?!?) but here's an interesting critique of MetNet by @NiklasRiewald: https://niklasriewald.com/2021/06/29/paper-review-metnet-a-neural-weather-model-for-precipitation-forecasting/

jacobbieker commented 3 years ago

Oh interesting! I hadn't thought of the correlation between days of the week, didn't really think about that. Changed the training splits to address that. And hopefully adding in more data sources will help the predictions of the model too. So far, I still haven't added radar data yet, as its in a odd format, or NWP data, both which should help as well.