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Faculté des Sciences appliquées
Faculté des Sciences appliquées
MASTER THESIS
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Master thesis : Embedded Neural Network for Movement classification and Fall Detection

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Houart, Robin ULiège
Promotor(s) : Geurts, Pierre ULiège
Date of defense : 5-Sep-2022/6-Sep-2022 • Permalink : http://hdl.handle.net/2268.2/16407
Details
Title : Master thesis : Embedded Neural Network for Movement classification and Fall Detection
Author : Houart, Robin ULiège
Date of defense  : 5-Sep-2022/6-Sep-2022
Advisor(s) : Geurts, Pierre ULiège
Committee's member(s) : Sacré, Pierre ULiège
Boigelot, Bernard ULiège
Delarbre, François 
Language : English
Number of pages : 63
Discipline(s) : Engineering, computing & technology > Computer science
Institution(s) : Université de Liège, Liège, Belgique
Degree: Master en sciences informatiques, à finalité spécialisée en "intelligent systems"
Faculty: Master thesis of the Faculté des Sciences appliquées

Abstract

[en] With the the evolution of ARM-based SoC and the development of dedicated libraries for intelligent system on microcontrollers, more than ever we
have the possibility of creating powerful, power efficient and cheap connected devices with the capability of solving a wide range of issues.
The goal of this work is to explore the possibility of running a neural network model on a connected bracelet with the higher intent of being able to
identify and classify falls.
This thesis subject was proposed and supported by IoT-D, a young company focused on innovating in the field of connected devices. It centers
around the Iomoov, a connected bracelet of their design.
We conclude this thesis by suggesting multiples clues for improvement as
well as explore the limitations faced during the work and how to address
them.


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Author

  • Houart, Robin ULiège Université de Liège > Master sc. informatiques, à fin.

Promotor(s)

Committee's member(s)

  • Sacré, Pierre ULiège Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Robotique intelligente
    ORBi View his publications on ORBi
  • Boigelot, Bernard ULiège Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Informatique
    ORBi View his publications on ORBi
  • Delarbre, François
  • Total number of views 18
  • Total number of downloads 6










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