Can we normalize the time series data

I have a time series data with each column(feature) with different scale and the output is a a forecasting problem for the next time step and the output dimension is same as the input dimension.I am using a RNN and is it a good idea to standardize the data?
In case if I do at test time should I stack the bpttt and then apply standardization?