In Wireless & Networks (in Settings), you can disable all data. Your data connection is going to use a lot of battery. As far as I know, the radio itself doesn't use a lot of power.
Just go to Settings -> Mobile Networks, and uncheck Data Enabled. You'll still be able to get and make phone calls, but the mobile data will be disabled.