Modeling Dynamical Systems by Error Correction Neural Networks

We introduce a new time delay recurrent neural network called ECNN, which includes the last model error as an additional input. Hence, the learning can interpret the models misspecification as an external shock which can be used to guide the model dynamics afterwards.