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Faculté des Sciences appliquées
Faculté des Sciences appliquées
MASTER THESIS
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Improving the simulation of variable renewable energy in the MEDEAS integrated assessment model

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Straet, François ULiège
Promotor(s) : Quoilin, Sylvain ULiège
Date of defense : 4-Sep-2023/5-Sep-2023 • Permalink : http://hdl.handle.net/2268.2/18379
Details
Title : Improving the simulation of variable renewable energy in the MEDEAS integrated assessment model
Translated title : [fr] Améliorer la simulation des source d'énergie variable dans les modèles d'évaluation intégrés
Author : Straet, François ULiège
Date of defense  : 4-Sep-2023/5-Sep-2023
Advisor(s) : Quoilin, Sylvain ULiège
Committee's member(s) : Cornélusse, Bertrand ULiège
Ernst, Damien ULiège
Wehenkel, Louis ULiège
Language : English
Number of pages : 76
Discipline(s) : Engineering, computing & technology > Energy
Target public : Researchers
General public
Institution(s) : Université de Liège, Liège, Belgique
Degree: Master en ingénieur civil en informatique, à finalité spécialisée en "intelligent systems"
Faculty: Master thesis of the Faculté des Sciences appliquées

Abstract

[en] This master thesis explores the application of a surrogate model to achieve the integration of electricity network constraints into integrated assessment models, that attempt to predict the evolution of the main features of the society, including economic, demographic, climatic and energy
factors.
Tools were developped to run Dispa-SET, a dispatch model for the European electricity network, to build a dataset of simulations on adequate sample points. This dataset is then used to train the surrogate model employing appropriate machine learning methods. Finally, this model is integrated into the MEDEAS IAM, connecting their variables in a meaningful way, and the resulting model is run for different scenarios.
Results show that integrating the model in MEDEAS leads to a lower prediction of the production of variable renewable energy sources compared to the initial MEDEAS output.


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Author

  • Straet, François ULiège Université de Liège > Master ingé. civ. info., à fin.

Promotor(s)

Committee's member(s)

  • Cornélusse, Bertrand ULiège Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Smart-Microgrids
    ORBi View his publications on ORBi
  • Ernst, Damien ULiège Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Smart grids
    ORBi View his publications on ORBi
  • Wehenkel, Louis ULiège Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Méthodes stochastiques
    ORBi View his publications on ORBi
  • Total number of views 17
  • Total number of downloads 9










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