Went to the park, walked all the way around, and down the streets towards the boulevard, spoke to lots of vendors and asked them if there was anyplace to purchase fireworks, every one of them told me the same thing, "sale not allowed".
Finally found it, the location of the designated fireworks area is in the RUSI Ball Park: Google Maps