Parking off-carriageway has been an offence in London since the mid-70s and requires no signs or lines. Neither is a Traffic Order needed, because the offence is contained within an Act of Parliament.
So even if the road is a service road accessible by the public, the restriction still applies. However, I may be wrong so wait and see what the others say.