I once heard somewhere it's normal. but it is possible that the battery is getting weaker, especially if you had the device for, say, a year or so.
The advantage of the Galaxy phones is that you can replace your battery easily so if you choose to do that, I recommend Anker batteries. They have one for the S2 and it has a higher capacity than the original battery. I ordered one for my old S1 it and was perfect.