AI would use a threaded rod, drilled into a wooden base with PVC. You will need to plan ahead very well. This is a large project, you should also consider how youre planning on traveling (if need be). Big project if you've never made a cake with an internal structure! Cool idea!
You need this sort of structure, but on a higher scale!