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Faculté des Sciences appliquées
Faculté des Sciences appliquées
MASTER THESIS
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Graph-Based Optimization Modeling Language

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Miftari, Bardhyl ULiège
Promotor(s) : Ernst, Damien ULiège
Date of defense : 22-Jan-2021 • Permalink : http://hdl.handle.net/2268.2/11231
Details
Title : Graph-Based Optimization Modeling Language
Author : Miftari, Bardhyl ULiège
Date of defense  : 22-Jan-2021
Advisor(s) : Ernst, Damien ULiège
Committee's member(s) : Fontaine, Pascal ULiège
Louveaux, Quentin ULiège
Berger, Mathias ULiège
Language : English
Keywords : [fr] Graph
[fr] Modeling
[fr] Optimization
[fr] Language
[fr] Algebraic
Discipline(s) : Engineering, computing & technology > Computer science
Commentary : Codes can be found at : https://github.com/MiftariB/Thesis and will later on be moved to https://github.com/MiftariB/Compiler when the associated paper is published
Target public : Researchers
Professionals of domain
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

[fr] Mathematical optimization has come to play a key role in numerous disciplines in recent years. In this work, we focus on a class of problems involving the optimization of linear discrete-time dynamical systems over a finite time horizon and possessing a natural block structure. Such problems arise in a number of fields, including energy systems planning and supply chain management. The typical workflow of optimization practitioners includes four basic steps, namely formulating the model, encoding it in a computer, solving it and post-processing it. The dominant approach for the second step makes use of algebraic modeling languages (AMLs), which make it possible to write problems in a form close to the typical mathematical notation. However, AMLs are usually ill-suited for exploiting the block structure that a problem may display. A second approach, the object-oriented modeling languages (OOMLs), possess a block structure implementation of problems but lacks of the easy mathematical encoding. To alleviate this, we design and implement a language, named the Graph-Based Modeling Language (GBOML), that natively supports the definition of problems with such structure, and exploits it to facilitate their encoding and post-processing. GBOML also possesses a formulation close to the mathematical one. This language can be viewed as a hybrid language, somewhere between AMLs and OOMLs. In addition, we implemented a method to retrieve a solution for problems encoded in GBOML. In this work, we formally introduce GBOML, explain its implementation and demonstrate its usefulness with an energy system planning example.


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Author

  • Miftari, Bardhyl ULiège Université de Liège > Master ingé. civ. info., à fin.

Promotor(s)

Committee's member(s)

  • Fontaine, Pascal ULiège Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes informatiques distribués
    ORBi View his publications on ORBi
  • Louveaux, Quentin ULiège Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation : Optimisation discrète
    ORBi View his publications on ORBi
  • Berger, Mathias ULiège Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Smart grids
    ORBi View his publications on ORBi
  • Total number of views 109
  • Total number of downloads 349










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