Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
Cover of the book

2015 | OriginalPaper | Chapter

Imitative Learning for Online Planning in Microgrids

Authors : Samy Aittahar, Vincent François-Lavet, Stefan Lodeweyckx, Damien Ernst, Raphael Fonteneau

Published in: Data Analytics for Renewable Energy Integration

Publisher: Springer International Publishing

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

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.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
next chapter A Novel Central Voltage-Control Strategy for Smart LV Distribution Networks
Footnotes
Literature
1.
Cornélusse, B., Geurts, P., Wehenkel, L.: Tree based ensemble models regularization by convex optimization. In: 2nd NIPS Workshop on Optimization for Machine Learning, OPT 2009 (2009)
2.
Cornélusse, B., Vignal, G., Defourny, B., Wehenkel, L.: Supervised learning of intra-daily recourse strategies for generation management under uncertainties. In: 2009 IEEE Bucharest PowerTech, pp. 1–8. IEEE (2009)
3.
Debjyoti, P., Ambarnath, B.: Control of storage devices in a microgrid using hybrid control and machine learning. In: IET MFIIS 2013, Kolkata, India, vol. 5, p. 34 (2013). ISBN: 978-93-82715-97-9
4.
Francois-Lavet, V., Gemine, Q., Ernst, D., Fonteneau, R.: Towards the minimization of the levelized energy costs of microgrids using both long-term and short-term storage devices. To be published (2015)
5.
Geurts, P., Ernst, D., Wehenkel, L.: Extremely randomized trees. Mach. Learn. 63(1), 3–42 (2006)CrossRefMATH
6.
Kuznetsova, E., Li, Y.F., Ruiz, C., Zio, E., Ault, G., Bell, K.: Reinforcement learning for microgrid energy management. Energy 59, 133–146 (2013)CrossRef
7.
Moghaddam, A.A., Alireza, S., Niknam, T., Reza Alizadeh Pahlavani, M.: Multi-objective operation management of a renewable MG (micro-grid) with back-up micro-turbine/fuel cell/battery hybrid power source. Energy 36(11), 6490–6507 (2011)CrossRef
8.
Morais, H., Kdr, P., Faria, P., Vale, Z.A., Khodr, H.: Optimal scheduling of a renewable micro-grid in an isolated load area using mixed-integer linear programming. Renew. Energy 35(1), 151–156 (2010)CrossRef
9.
Motevasel, M., Reza Seifi, A., Niknam, T.: Multi-objective energy management of CHP (combined heat and power)-based micro-grid. Energy 51, 123–136 (2013)CrossRef
10.
Pan, S.J., Yang, Q.: A survey on transfer learning. IEEE Trans. Knowl. Data Eng. 22(10), 1345–1359 (2010)CrossRef
Metadata
Title
Imitative Learning for Online Planning in Microgrids
Authors
Samy Aittahar
Vincent François-Lavet
Stefan Lodeweyckx
Damien Ernst
Raphael Fonteneau
Copyright Year
2015
Book
Data Analytics for Renewable Energy Integration

Print ISBN: 978-3-319-27429-4

Electronic ISBN: 978-3-319-27430-0

Copyright Year: 2015

DOI
https://doi.org/10.1007/978-3-319-27430-0_1

Premium Partner

    Image Credits