If all monitors do it, it's either the power at that location (did you check that by trying those PC's somewhere else or with a UPS?) or the PC. No other things are involved.

If it's the PC it's either hardware or software. The only way to prove that it's hardware is to prove that it isn't software. And the only way to do that is to restore to factory conditions.

Kees