I heard these last night as well. My dogs were going crazy after every one. I assumed they were fireworks because the sound just like the ones that the kids used to set off in my old neighborhood (Fishtown).

Considering how long they went on (at least an hour), I assumed it was fireworks. (Hopefully there aren't tons of dead people in the neighborhood now! )