Abstract4.1. Needs for forecasting photovoltaic (PV) power output in electric power systems4.2. Power output fluctuation characteristics4.3. Forecasting methods4.4. Examples of forecasted results4.5. Smoothing effect on forecast accuracy4.6. Power system operation considering PV power output fluctuations4.7. Energy management examples of smart house with PV