I would like remove (or redefine) a component after setup. Is this possible with the reconfigurable model execution?
that is technically possible with reconfigurability. However, as of openmdao 2.2.1 that is not a fully supported feature. You'll need to experiment a bit on your own.
There are some tests that can show you how to get started.