I've gotten pretty bold about calling the cops on noise violations. And it helps if more than one person in the neighborhood complains, then the cops know it isn't personal and they have more credibility when they respond. Go for it!

(I actually have the noise/fireworks complaing number in my speed dial. Seriously.)