Having both is very possible.
There was a time that rally cars used both......the supercharger was in use while the turbo was winding up, then the turbo took over!
Theory was to eliminate Turbo Lag!
this is the kind of idea:
http://www.halfbakery.com/idea/Elect...Turbo_20Hybrid