I would definitely be suspicious of the power supply as starting up a parity check is likely to be a time there is maximum current draw on the power supply. It could also happen at that time if the PSU is OK, but there is anything wrong with the cabling to it such as too many drives on one cable, or too many splitter cables to get the required number of drive connections.