Are you storing the results of computation on the SD cards? Personally, I've mounted every directory that needs to be written to a tmpfs, USB disk or network mount as appropriate, and I've configured fstab to mount the root fs in readonly mode.

You can still write by just doing "mount -o remount, rw /" beforehand.