Wind power scenario generation through state-space specifications for uncertainty analysis of wind power plants

•State space representations for simulating wind power plant output are proposed.•The representation of wind speed in state space allows structural analysis.•The joint model incorporates the temporal and spatial dependence structure.•The models are easily integrable into a backward/forward sweep algorithm.•Results evidence the remarkable differences between joint and marginal models.