Yes, it is possible to nail down the cards so they don't go walkabout.
What distro are you using?
BTW, if they are doing this on every reboot, you should check your NVRAM/CMOS battery. They should not be going into a plug and pray cycle just because you rebooted. This usually only happens when you move cards around on a PCI bus or manually clear the NVRAM.