CNN to conserve mass in data assimilation

A convolutional neural network (CNN) is trained to conserve mass in data assimilation. The code includes the modified shallow water model, which is a 1D model to mimic convection, the training routine for the CNN and the setup for twin experiments.

CNN to conserve mass in data assimilation

A convolutional neural network (CNN) is trained to conserve mass in data assimilation. The code includes the modified shallow water model, which is a 1D model to mimic convection, the training routine for the CNN and the setup for twin experiments.