I guess you are using NN for Regresions.
In the most common aplication a scale of the outputs is implemented.
This is recommended. Specialy if you have more than one output with diferent scales.
Otherwise, you will remunerate the neural network for correcting the error of one variable over the other.
If you still want to avoid a scale of the outputs. Yes. ...