If your data is generated (so as response) , the tree will come up with the logic you define the response. Hence why not just use the logic you already have? Because the tree will just model your logic anyway.

Welcome! To bring more detail, how 's the size of training data? Any requirement of accuracy of prediction?

Have a check about neural network autoencoder, which does something similar.

@Gala, answer edited per comment.