my watch face changes seemingly on its own. Maybe when my watch rubs against something. How do I keep it on the watch face that I have chosen?

By deleting all the others and just keep the one you want.

What if wish to use another with face in the future. By deleting them I won't be able to change it another time?

Just go into the face gallery in the watch app on the phone and choose another watch face.