Regression Monte Carlo for microgrid management
ESAIM. Proceedings, Tome 65 (2019), pp. 46-67
Cet article a éte moissonné depuis la source EDP Sciences
We study an islanded microgrid system designed to supply a small village with the power produced by photovoltaic panels, wind turbines and a diesel generator. A battery storage system device is used to shift power from times of high renewable production to times of high demand. We build on the mathematical model introduced in [14] and optimize the diesel consumption under a “no-blackout” constraint. We introduce a methodology to solve microgrid management problem using different variants of Regression Monte Carlo algorithms and use numerical simulations to infer results about the optimal design of the grid.
Affiliations des auteurs :
Clemence Alasseur 1 ; Alessandro Balata 2 ; Sahar Ben Aziza 3 ; Aditya Maheshwari 4 ; Peter Tankov 5 ; Xavier Warin 1
@article{EP_2019_65_a3,
author = {Clemence Alasseur and Alessandro Balata and Sahar Ben Aziza and Aditya Maheshwari and Peter Tankov and Xavier Warin},
title = {Regression {Monte} {Carlo} for microgrid management},
journal = {ESAIM. Proceedings},
pages = {46--67},
year = {2019},
volume = {65},
doi = {10.1051/proc/201965046},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.1051/proc/201965046/}
}
TY - JOUR AU - Clemence Alasseur AU - Alessandro Balata AU - Sahar Ben Aziza AU - Aditya Maheshwari AU - Peter Tankov AU - Xavier Warin TI - Regression Monte Carlo for microgrid management JO - ESAIM. Proceedings PY - 2019 SP - 46 EP - 67 VL - 65 UR - http://geodesic.mathdoc.fr/articles/10.1051/proc/201965046/ DO - 10.1051/proc/201965046 LA - en ID - EP_2019_65_a3 ER -
%0 Journal Article %A Clemence Alasseur %A Alessandro Balata %A Sahar Ben Aziza %A Aditya Maheshwari %A Peter Tankov %A Xavier Warin %T Regression Monte Carlo for microgrid management %J ESAIM. Proceedings %D 2019 %P 46-67 %V 65 %U http://geodesic.mathdoc.fr/articles/10.1051/proc/201965046/ %R 10.1051/proc/201965046 %G en %F EP_2019_65_a3
Clemence Alasseur; Alessandro Balata; Sahar Ben Aziza; Aditya Maheshwari; Peter Tankov; Xavier Warin. Regression Monte Carlo for microgrid management. ESAIM. Proceedings, Tome 65 (2019), pp. 46-67. doi: 10.1051/proc/201965046
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