The structure of the scenario trees has three stages. The first one covers the first three forecasting hours and describes deterministically the cost optimal system operation. In the second stage of the scenario tree, which also covers three hours, five scenarios covering a forecasting horizon of four to six hours ahead are taken into consideration.