4 papers · 1 filter
Multivariate Prediction Intervals for Photovoltaic Power Generation
Faranak Golestaneh, Hoay Beng Gooi
The current literature in probabilistic forecasting is focused on quantifying the uncertainty of each random variable individually. This leads to the failure in informing about int…
Polyhedral Predictive Regions For Power System Applications
Faranak Golestaneh, Pierre Pinson, Hoay Beng Gooi
Despite substantial improvement in the development of forecasting approaches, conditional and dynamic uncertainty estimates ought to be accommodated in decision-making in power sys…
Ellipsoidal Prediction Regions for Multivariate Uncertainty Characterization
Faranak Golestaneh, Pierre Pinson, Rasoul Azizipanah-Abarghooee +1
While substantial advances are observed in probabilistic forecasting for power system operation and electricity market applications, most approaches are still developed in a univar…
Generation and Evaluation of Space-Time Trajectories of Photovoltaic Power
Faranak Golestaneh, Pierre Pinson, Hoay Beng Gooi
In the probabilistic energy forecasting literature, emphasis is mainly placed on deriving marginal predictive densities for which each random variable is dealt with individually. S…