TY - JOUR
T1 - A shrinking-horizon, game-theoretic algorithm for distributed energy generation and storage in the smart grid with wind forecasting
AU - Estrella, Rodrigo
AU - Belgioioso, Giuseppe
AU - Grammatico, Sergio
PY - 2019/1/1
Y1 - 2019/1/1
N2 - We address the demand-side management (DSM) problem for smart grids where the users have energy generation and storage capabilities, and where the energy price depends on the renewable energy sources and on the aggregate electricity demand. Each user aims at reducing its economic cost by selecting the best energy schedule subject to its local preferences and global restrictions on the aggregate net demand. From a game-theoretic perspective, we model the problem as a generalized Nash equilibrium problem. We propose a shrinking-horizon semi-decentralized DSM algorithm that exploits the most recent forecast on the renewable energy sources to perform real-time adjustments on the energy usage of the users. We investigate the potential of the proposed approach via numerical simulations on realistic scenarios, where we observe improved social welfare compared to day-ahead DSM algorithms.
AB - We address the demand-side management (DSM) problem for smart grids where the users have energy generation and storage capabilities, and where the energy price depends on the renewable energy sources and on the aggregate electricity demand. Each user aims at reducing its economic cost by selecting the best energy schedule subject to its local preferences and global restrictions on the aggregate net demand. From a game-theoretic perspective, we model the problem as a generalized Nash equilibrium problem. We propose a shrinking-horizon semi-decentralized DSM algorithm that exploits the most recent forecast on the renewable energy sources to perform real-time adjustments on the energy usage of the users. We investigate the potential of the proposed approach via numerical simulations on realistic scenarios, where we observe improved social welfare compared to day-ahead DSM algorithms.
KW - Demand-side management
KW - Game theory
KW - Shrinking-horizon control
KW - Smart grid
UR - http://www.scopus.com/inward/record.url?scp=85075840090&partnerID=8YFLogxK
U2 - 10.1016/j.ifacol.2019.06.022
DO - 10.1016/j.ifacol.2019.06.022
M3 - Conference article
AN - SCOPUS:85075840090
SN - 2405-8963
VL - 52
SP - 126
EP - 131
JO - IFAC-PapersOnLine
JF - IFAC-PapersOnLine
IS - 3
T2 - 15th IFAC Symposium on Large Scale Complex Systems LSS 2019
Y2 - 26 May 2016 through 28 May 2016
ER -