Physics Informed Learning, Neural Networks, Machine Learning, Differential Equations, Math.
solve a differential equation within the time domain it was crafted to solve. Hence, to test it, it's only fair that we use the time domain it was trained on. Fig. 3 shows a comparison between the NN prediction and the theoretical answer (that is, the analytical solution). Figure 3: Neural network