no code implementations • 9 Feb 2021 • Jonathan A. Weyn, Dale R. Durran, Rich Caruana, Nathaniel Cresswell-Clay
Current forecast systems have low skill in predicting one- or 2-week-average weather patterns at S2S time scales.
1 code implementation • 15 Mar 2020 • Jonathan A. Weyn, Dale R. Durran, Rich Caruana
The cubed-sphere remapping minimizes the distortion on the cube faces on which convolution operations are performed and provides natural boundary conditions for padding in the CNN.
3 code implementations • 2 Feb 2020 • Stephan Rasp, Peter D. Dueben, Sebastian Scher, Jonathan A. Weyn, Soukayna Mouatadid, Nils Thuerey
Data-driven approaches, most prominently deep learning, have become powerful tools for prediction in many domains.