then I would say its probably a power issue
Either a bad PSU, or more likely a motherboard fault with the voltage regulator capacitors
However.....it could be something goofy like a bad BIOS not driving the board correctly, in which case a BIOS flash update may work
But before you start replacing bits, whats the make / model of the motherboard?