FFT phase spectrum to suppress noise?
you can look at 

https://math.stackexchange.com/questions/1290620/what-is-the-importance-of-phase-spectrum-in-fourier-transform

the short answer is that for noise, phase is random.  There shouldn't be any structure to exploit, while for signal, there often is.