Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphere

Jonathan A. Weyn, Dale R. Durran, Rich Caruana

We present a significantly-improved data-driven global weather forecasting framework using a deep convolutional neural network (CNN) to forecast several basic atmospheric variables…