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DL
David

Supervision

Hamza El Garrab

9 août 2026

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PhD / Doctoral supervision Completed

Hamza El Garrab

2017–2020
PhD
Research topic

Overview

Co-supervisor. Thesis: Amélioration de la chaîne logistique de pièces de rechange par des méthodes hybrides de machine learning.

Academic context

Thesis at a glance

InstitutionView thesis on HAL
Primary thesis / profile record ↗
Scientific output

Publications produced during this supervision

2 selected scientific outputs, including journal and conference publications.

Journal articles 1

2023
ART

Predicting the reverse flow of spare parts in a complex supply chain: contribution of hybrid machine learning methods in an industrial context

Hamza El Garrab, David Lemoine, Bruno Castanier, Adnane Lazrak, Robert Heidsieck

International Journal of Logistics Systems and Management
HAL ↗DOI ↗

Conference papers & proceedings 1

2020
COMM

Towards Hybrid Machine Learning Models in Decision Support Systems for predicting the Spare Parts Reverse Flow in a Complex Supply Chain

Hamza El Garrab, Bruno Castanier, David Lemoine, Adnane Lazrak, Robert Heidsieck

Information system, Logistics & Supply Chain - ILS 2020
HAL ↗