Topic: Normalization of the data

Hello)) the problem consists that I cannot understand a principle of reverse normalization of the data, i.e. before training it is necessary to normalize the data, then to train a network and then it should produce any result. But as I did not try result as does not converge. And so, how it is possible to cite the trained (tested) data to a normal type?? Thanks)