@ukswrath,
I am afraid that you are looking at the wrong end of the problem. Once noise gets into a piece of apparatus it is normally not possible to winkle it out sgain. (Assuming that you do not know Harry Potwer ?P)
You must stop the electrical noise at source; i.e.stop that noise from getting out of the fan(s).
If te culprit is an older model with a brush motor it can be persuaded to keep its remarks to itself but you do need some learning. Might be possible to buy a mains-suppressor unit that is put between the mains socket and the plug to your unit.
If possible replace the fan with one drivn by an induction motor.
Ken Green