The exchange rate is set the day you register your withdrawal. The exchange rate between USD and the currency you chose is taken from the  European Central Bank.

You have the possibly to file a support case and ask for rejection of the withdrawal as long as your withdrawal is still pending. You will then get the total amount back to your PED-card