I wouldn't worry about the dog catching the little ones. Last year 2 of my Springers tried for almost an hour to catch one to no avail. Once they got close the goslings dove under the water and popped up 30+ feet away.
A 600 fps pellet rifle will do the trick if you can put the pellet at the highest point of the goose!