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Faculté des Sciences appliquées
Faculté des Sciences appliquées
MASTER THESIS
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Master thesis and internship[BR]- Master's thesis : Using Machine Learning algorithms to accelerate Phase-Field applied to compute microstructure evolution[BR]- Internship

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Borlaf Nieto, Víctor ULiège
Promotor(s) : Habraken, Anne ULiège
Date of defense : 4-Sep-2023/5-Sep-2023 • Permalink : http://hdl.handle.net/2268.2/17995
Details
Title : Master thesis and internship[BR]- Master's thesis : Using Machine Learning algorithms to accelerate Phase-Field applied to compute microstructure evolution[BR]- Internship
Translated title : [fr] En utilisant algorithmes de Machine Learning pour accélérer Phase-Field appliqué à la computation de l'èvolution de microstructures
Author : Borlaf Nieto, Víctor ULiège
Date of defense  : 4-Sep-2023/5-Sep-2023
Advisor(s) : Habraken, Anne ULiège
Committee's member(s) : Duchene, Laurent ULiège
Mertens, Anne ULiège
Language : English
Number of pages : 83
Keywords : [en] Phase-field
[en] Artificial intelligence
[en] Neural networks
[en] Variational autoencoder
[en] AlSi10Mg
[en] Laser powder bed fusion
[en] LPBF
[en] Python
[en] Yield stress
Discipline(s) : Engineering, computing & technology > Materials science & engineering
Research unit : Université de Liège
Target public : Researchers
Professionals of domain
Student
General public
Other
Institution(s) : Université de Liège, Liège, Belgique
Degree: Cours supplémentaires destinés aux étudiants d'échange (Erasmus, ...)
Faculty: Master thesis of the Faculté des Sciences appliquées

Abstract

[en] By analyzing the features of the results obtained by the Phase-Field software of the evolution of a microstructure, create a Machine Learning based algorithm that reduces computation time with small error disparity.


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Author

  • Borlaf Nieto, Víctor ULiège Université de Liège > conv. Erasmus en sc. appl.

Promotor(s)

Committee's member(s)

  • Duchene, Laurent ULiège Université de Liège - ULiège > Département ArGEnCo > Analyse multi-échelles des matériaux et struct. du gén. civ.
    ORBi View his publications on ORBi
  • Mertens, Anne ULiège Université de Liège - ULiège > Département d'aérospatiale et mécanique > Metallic materials for additive manufacturing
    ORBi View his publications on ORBi
  • Total number of views 86
  • Total number of downloads 80










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