Evolutions and predictions of wave field dynamics in complex and heterogeneous domains. The upper left panels show the simulated ground truth, the upper right panels the predictions of our neural network. The bottom row shows the absolute prediction error. On the left is the location-dependent error evolution, while the graph on the right shows the error averaged over the entire domain.