Please make sure that you have the latest driver version for your sound card along with making sure you have your copy of Windows updated to the latest version.

Also, what are your system specs and what graphic settings do you have set for the game? From your description it sounds like you may be running the game with settings that your machine may not be able to handle if you are experiencing drops in sound....