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Imitative Learning for Online Planning in Microgrids
Aittahar, Samy; François-Lavet, Vincent; Lodeweyckx, Stefan et al.
2015In Woon, Wei Lee; Zeyar, Aung; Stuart, Madnick (Eds.) Data Analytics for Renewable Energy Integration
Peer reviewed
 

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Keywords :
Machine learning; Planning; Imitative learning; Microgrids
Abstract :
[en] This paper aims to design an algorithm dedicated to operational planning for microgrids in the challenging case where the scenarios of production and consumption are not known in advance. Using expert knowledge obtained from solving a family of linear programs, we build a learning set for training a decision-making agent. The empirical performances in terms of Levelized Energy Cost (LEC) of the obtained agent are compared to the expert performances obtained in the case where the scenarios are known in advance. Preliminary results are promising.
Disciplines :
Computer science
Author, co-author :
Aittahar, Samy ;  Université de Liège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Smart grids
François-Lavet, Vincent ;  Université de Liège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Smart grids
Lodeweyckx, Stefan
Ernst, Damien  ;  Université de Liège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Smart grids
Fonteneau, Raphaël ;  Université de Liège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation
Language :
English
Title :
Imitative Learning for Online Planning in Microgrids
Publication date :
15 December 2015
Event name :
Data Analytics for Renewable Energy Integration 2015
Event organizer :
DNAGroup
Event place :
Porto, Portugal
Event date :
11 septembre 2015
Audience :
International
Main work title :
Data Analytics for Renewable Energy Integration
Editor :
Woon, Wei Lee
Zeyar, Aung
Stuart, Madnick
Publisher :
Springer
ISBN/EAN :
978-3-319-27429-4
Collection name :
Lecture Notes in Computer Science, Vol. 9518
Pages :
1-15
Peer reviewed :
Peer reviewed
Funders :
Dysco
Available on ORBi :
since 03 October 2015

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