That is actually a problem under research; there are a few papers on it and luckily they use the obvious name — TSP with drones or TSP-D.
I gave that problem a very shallow go for a Metaheuristics assignment, and while I didn't really mess with the domain specific heuristics for it, it did seem pretty fun indeed.