Hybrid propulsion is already a thing in the marine world (often in navy/military designs):

* https://en.wikipedia.org/wiki/Combined_diesel–electric_and_g...

* https://en.wikipedia.org/wiki/Combined_diesel–electric_and_d...

* https://en.wikipedia.org/wiki/Integrated_electric_propulsion