how to stop finally close PO increase the budget

We're using budgetary control with encumbrance and enabling the encumbrance. Now, my case that I have PO with finally close status, this PO was carried forward from the last year, and according to the business requirement the budget should not be increased with the balance of this closed PO. Is there any option to achieve this.