Rent a Plate Compactor it'll shake the ground and freak them out, I did this with 2 squirrels that thought my yard was a good place to setup shop, they ran off and never returned, I think they thought they where in the middle of an earthquake.
I own one as I have DG all around my house that needs to be repacked every once in a while.
May even send your neighbors pest running for the hills.