project in MATLAB

my project is to try to replace the forward operator of some inverse problems with a properly trained neural network like recurrent neural networks, and the forward operator is 1D convolutional forward modelling based on the full Zoeppritz equations.
My problem is how to put the angle on the dataset to train it to get CMP_gather.