According to Ted, "Yes.".
Although he couldn't answer by how much as it's unlikely that many of the cars will be running flat out until the race, but he did confirm that they are indeed louder.
ETA: that's Ted Kravitz by the way, not just some random guy I know on Facebook called Ted.
If it was, it would, of course be incontrovertibly true