I don't know much about it, but I think the larger the diameter of the wheel, the easier it will roll over imperfections in the road. I.e., less rolling resistance.

IMO, 15 miles is a pretty long ride.

Why do you prefer smaller wheels? Do you have a storage requirement? Carrying it onto a crowded subway where 2" of additional radius might make a difference?