Originally Posted by TheOtherDave™
...as the brakes and motor have to alternately decelerate and accelerate a heavier wheel which carries more inertia.
Unless you get light weight rims

The larger rim still weighs more, but a light rim can still offset the weight penalty. Larger tires also often weigh more, even though you techincally have less tire.