Are there any performance effects of using radiation hardened memory units?
RADHARD ICs generally have a dual encoding and a parity; however, some encode 4 bits as 6 bits so that you have encoding schemes where you are fine even if you lose a bit.  Without giving the specific IC, I can say that you'll most likely use more power, but the biggest issue is that these IC cost much more.