I have the same problems, the noise starts a string of chaos and my thoughts start rushing.
I've learned some breathing techniques and to focus on other things, like colors or silently counting to my self to help.
Or I carry my mp3 player around and if I'm in the right place I put my head phones on.
Focusing on just one noise helps too, take one voice or noise and zone in on it.