Because this is happening to both PCs, I think I'm justified in believing that it's not a problem with either computer. Could it possibly be that the computers are drawing too much power from the powerboards - or even from the main power outlet?
Unlikely. Simple way to check is to move the PC to another room. Bedroom power circuits are usually lightly loaded.