Title :
Scenario-based model predictive operation control of islanded microgrids
Author :
Christian A. Hans;Pantelis Sopasakis;Alberto Bemporad;Jörg Raisch;Carsten Reincke-Collon
Author_Institution :
Technische Universitä
Abstract :
We propose a model predictive control (MPC) approach for the operation of islanded microgrids that takes into account the stochasticity of wind and load forecasts. In comparison to worst case approaches, the probability distribution of the prediction is used to optimize the operation of the microgrid, leading to less conservative solutions. Suitable models for time series forecast are derived and employed to create scenarios. These scenarios and the system measurements are used as inputs for a stochastic MPC, wherein a mixed-integer problem is solved to derive the optimal controls. In the provided case study, the stochastic MPC yields an increase of wind power generation and decrease of conventional generation.
Keywords :
"Wind forecasting","Predictive models","Load modeling","Stochastic processes","Probability distribution","Computational modeling","Load forecasting"
Conference_Titel :
Decision and Control (CDC), 2015 IEEE 54th Annual Conference on
DOI :
10.1109/CDC.2015.7402711