AppleTV 3rd Gen Displaying 'static' randomly
Generally speaking, static on the HDMI link can be as a result of too much noise (the signal to noise reason is to low). You say you have not changed the cable, that would be my first suspect.

Change that up and take it from there. Any breaks or wear on the cable and pins can introduce noise such that the signal effectively drops out.