Title :
Two-layer predictive control of a micro-grid including stochastic energy sources
Author :
Cominesi, Stefano Raimondi ; Farina, Marcello ; Giulioni, Luca ; Picasso, Bruno ; Scattolini, Riccardo
Author_Institution :
Dipt. di Elettron., Inf. e Bioingegneria, Politec. di Milano, Milan, Italy
Abstract :
A two-layer control scheme based on Model Predictive Control (MPC) operating at two different timescales is proposed for the energy management of a micro-grid (MG), including a battery, a gas-turbine generator, a photovoltaic (PV) generator and the input from the electrical network. The high-level optimizer, which acts at a slow timescale and relies on a simplified model of the system, is in charge of computing the nominal operating conditions for each MG component so as to optimize an economic performance index on the basis of available predictions for the PV generation and load request. The low-level controller acts at higher frequency, adjusts the MG operation, and relies on a stochastic MPC algorithm that ensures probabilistic constraints satisfaction. Detailed models and simulations of the overall control system are presented.
Keywords :
distributed power generation; optimisation; power control; power generation control; predictive control; probability; stochastic systems; PV generator; economic performance index optimization; electrical network; gas-turbine generator; microgrid energy management; model predictive control; photovoltaic generator; probabilistic constraints satisfaction; stochastic MPC algorithm; stochastic energy source; two-layer control scheme; Batteries; Load modeling; Optimization; Probabilistic logic; Production; Stochastic processes; Uncertainty;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7170851