If I were you I would be studying with no music in a public place. Like a library that is sort of busy. This will get you used to tuning out randomized outside noise.
@"Paul Caint" good idea on the neutral noise! I don't like studying anywhere too quiet because it's certainly not what test conditions will be like either.