Have you thought about paint?
Or use a fence/ wall then maybe people will see that the land is yours and would then be reluctant to park there...
Most driveways you see are a different colour to the pavements,
If you made it obvious, and took ownership of the land then hopefully people would stop parking there.
Good luck!