I think its only purpose is sound insulation. I removed mine 40,000 mile ago thinking it would allow the pump to run cooler, but who knows for sure. I do hear the pump slightly more without the cover.
I removed the cover and all the foam. The one over the injection pump was a pain. Engine is now louder, but I like the sound and hate the extra non-functional crap