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What is Deep Learning Weather Prediction with HEALPix about?

This research article presents a parsimonious deep learning weather prediction model that forecasts seven atmospheric variables using the HEALPix mesh, achieving realistic atmospheric states with significantly fewer variables than state-of-the-art models. The model demonstrates comparable skill to existing machine learning and numerical weather prediction models at short lead times, while also being computationally efficient. Key improvements include the use of location-invariant convolution kernels and mod

Author

Thiago Vilar

Language

EN