If the weeds are very invasive, I would use one or two layers of landscape cloth. Cut holes for the trees and bushes like already suggested.
I have had weeds grow underneath the side of the raised bed and burrow up to the top :roll:
Cardboard, newspapers, etc.. work very well around these beds, as it is easy to get in to replace them periodically :D:D:D