Budget control can be setup just with Financial dimensions. In this setup, the budget control configuration enables the main accounts tab where you specify the main accounts that trigger the budget check.
Example. Let us you want to control expense budget at department and cost center. Configure budget control using department and cost center. In the main account tab select all expense accounts.