# Spectral averaging without phase information

In the context of signal averaging to reduce uncorrelated noise:

Is it possible to perform signal averaging from just the magnitude spectrum of certain signals? Or that would only work if we know also the phase information of those signals. In that case, what would be the requirement for the signals to average, regarding phase information? I guess they both have to be somehow "related" to the same "starting point".