Probabilistic prediction of solar power supply to distribution networks, using forecasts of global horizontal irradiation

•Computation of conditional probabilities of solar power supply exceeding a predefined threshold given a forecast of global radiation.•EM-algorithm to fit the marginal distributions.•Copula approach to model joint densities.•Prediction of the risk of overloading for different hierarchy levels of a distribution network.