There's a "park" in Elizabeth that is wheelchair accessible - just below the Elizabeth Bridge on Rt 51.
I think you might have to call the city though to see if they (or you) can unlock the gate so you can either drive a vehicle or ride a wheelchair onto the barge fishing pier.
4 out of 3 people don't understand fractions.