Performance of predictive model on test data. (a) Predicted curves from the neural network and linear models for three examples in the test dataset. (b) Predictive performance of neural network and linear models across a full test dataset. (c) Prediction errors of neural network and linear models plotted against the observed RMS change in surface shape for three different time scales. For time scales larger than 2 s, the neural network model is iteratively applied.