Research

My research focuses on the design, planning, and optimization of production systems and supply chains (forward and reverse logistics). I develop decision support tools for resource optimization in organizations, combining methodologies from Operations Research and Industrial Engineering.

Research Themes

Disassembly Line Balancing & Design

Optimization of disassembly systems under uncertainty, considering stochastic task processing times, hazardous parts handling, and profit-oriented approaches using stochastic programming and conic approximations.

End-of-Life Product Quality Management

Decision tools for disassembly process planning considering product quality states, integrating quality assessment into production operations for circular economy applications.

Production Systems Optimization

Design and planning of assembly/disassembly lines, dynamic line rebalancing, scheduling, and resource allocation in manufacturing environments.

Stochastic & Robust Optimization

Development of optimization methods including Sample Average Approximation (SAA), L-shaped algorithms, Lagrangian relaxation, chance-constrained programming, and second-order conic approximations.

Industry 4.0 & Smart Manufacturing

Predictive maintenance using AI/ML, IoT integration, cyber-physical systems, zero-defect manufacturing, and digital transformation of SMEs.

Model-Based Systems Engineering

AI-integrated frameworks for system design, MBSE for multi-disciplinary optimization (MDAO), and agile lifecycle management for vehicle development.

Research Laboratories

2016 – present

DISP Laboratory

Décision et Information pour les Systèmes de Production, UR 5470 — Université Lumière Lyon II, France

2014 – 2016

CRAN

Centre de Recherche en Automatique de Nancy, UMR CNRS 7039 — Université de Lorraine, ENSTIB, France

2011 – 2014

LIMOS

Laboratoire d'Informatique, de Modélisation et d'Optimisation des Systèmes, UMR CNRS 6158 — École des Mines de Saint-Étienne, Institut Henri Fayol, France

2010 – 2011

LAMSADE

Laboratoire d'Analyse et Modélisation de Systèmes pour l'Aide à la Décision, UMR CNRS 7243 — Université Paris-Dauphine, France

May – Oct 2013

Mechanical Engineering Department

6-month research visit, supervised by Prof. S. Jack HuUniversity of Michigan, Ann Arbor, Michigan, USA

Awards & Distinctions

July 2020

PLM20 Social Challenge Award

"Explain PLM to your parents" - IFIP 17th International Conference on Product Lifecycle Management, Rapperswil, Switzerland. Conference website →

July 2019

Marco Garetti Best Paper Award

PLM19 - IFIP 16th International Conference on Product Lifecycle Management, Moscow, Russia. Conference website →

March 2019

Top 18 Most Cited Papers

Paper ranked among Top 18 cited papers published in 2018 by International Journal of Production Research (IJPR). View paper →

Feb. 2015

Finalist - Prix Jeune Chercheur

ROADEF (French Operations Research Society), Marseille, France. Conference website →

Jan. 2015

Qualification as Maître de Conférences

CNU Sections 61 (Industrial Engineering) and 27 (Computer Science)

May 2013

CMIRA Research Fellowship

Rhône-Alpes Region scholarship for 6-month research stay at University of Michigan, USA

PhD Supervision

Ongoing

In Progress 2025 – 2028 (expected)

"Trustworthy Multimodal Retrieval-Augmented Generation for Complex Industrial Systems"

PhD Student: Mohcine MANSSOURI

Doctoral School: InfoMaths (ED 512), University of Lyon

Funding: Contrat doctoral InfoMaths (ED 512)

In Progress 2024 – 2027 (expected)

"Agile Model-Based System Engineering for multi-disciplinary optimization in future vehicle development"

PhD Student: Tianxiao XU

Doctoral School: InfoMaths (ED 512), University of Lyon

Funding: CIFRE with IVECO France

Completed

Defended 27/09/2024 2021 – 2024

"AI-based decision-making in a mass-customization industry 4.0 environment: Application to Total Manufacturing Quality 4.0"

PhD Student: Badreddine TANANE

Doctoral School: InfoMaths (ED 512), University of Lyon

Funding: CIFRE with TARDY

Master Supervision

Ongoing

2026

LU Zuoying - "Transfer Learning for Automated MDAO Architecture Design in SysML"

Completed

2025

Mohcine MANSSOURI - "Conception et développement d'un chatbot orienté tâche pour le rééquilibrage dynamique des lignes de production"

2024

Bérenger AKODO - "Development of a data-driven decision support system for quality control of products"

2023

Eugene BESSAN - "IoT/ML pipelines for industry 4.0 applications"

2021

Alfonso DIEGO CABRERO - "Reinforcement Learning for Dynamic Assembly Line Rebalancing Problem"

2021

Bilel KSIBI - "Étude et développement d'un outil de génération automatique de toutes les séquences de désassemblage d'un produit en fin de vie"

2021

Karim BEN JEMAA - "Étude et conception d'un réseau de capteurs pour la collecte, traitement et analyse de données pour l'aide à la décision en maintenance prédictive"

2020

Mohamed DERBEL - "Vers une industrie 4.0 chez TARDY : Cartographie dynamique du système de production"

2018

Salma EL ABDELLAOUI - "Rééquilibrage dynamique des lignes d'assemblage : comparaison de performances de métaheuristiques et méthode exacte"

VAE (Validation des Acquis de l'Expérience) Supervision

Licence Professionnelle Logistique Glob@le

Ongoing

2025-present

Aurélia RUIS - SUEZ Recyclage & Valorisation

2025-present

Mostapha AZAARI - AXXEM TRANS

Completed

2023-2024

Simon CHATELAIN - MARIE BRIZARD WINE & SPIRITS (MBWS)

2023-2024

Florian SAVIGNY - BARBIER GROUP

2021-2022

Irina TROSTINA DUQUENNOY - BABYMOOV

2021-2022

Cédric TOMAS - PONCIN METAL

2020-2021

Olivier FILIOT - BOUYGUES CONSTRUCTION

2020-2021

Lazhar TOUATI - XPO Key PL Europe

2019-2020

Sirine BRIGHET - IKEA

2019-2020

Anne-Lise TOURNIE - CARBIOLICE

2017-2018

Jean-Noël PRAS - SPARTOO

Research Projects

Horizon Europe 2024 – 2027

HarmonicAI

"Human-guided collAboRative Multi-Objective design of explaiNable, faIr and privaCy-preserving AI for digital health"

13 European partners + 1 Canada + 1 Asia

Erasmus+ 2021 – 2024

ENHANCE

"strENgtHening skills and training expertise for TunisiAN and MorroCan transition to industry 4.0 Era"

3 European + 4 North African partners

Erasmus+ 2021 – 2024

DIGITAQ

"Creation of DIGITal capacities for Assurance Quality management in eastern Algeria"

5 European + 7 Algerian partners

Erasmus+ 2021 – 2024

MONGWBL

"Work-Based Learning for higher education system in MONGolia towards better employability of university graduates"

4 European + 8 Mongolian partners

H2020 2020 – 2023

DIH4CPS

"Fostering DIHs for Embedding Interoperability in Cyber-Physical Systems of European SMEs"

34 European partners (4 from France)

Erasmus+ 2018 – 2021

SHYFTE4.0

"Building Skills 4.0 THrough UniversitY and Entreprise CollaboraTion"

3 European + 8 Asian partners

Peer Review Activities

National and International Conference Organization

Local organizing committee member

International 29-31 Oct. 2025

CIE 2025

"52nd International Conference on Computers and Industrial Engineering"

INSA Lyon, Villeurbanne, France

National 29-31 May 2024

SAGIP 2024

"2nd SAGIP (Société d'Automatique, de Génie Industriel et de Productique) annual congress"

INSA Lyon, Villeurbanne, France

National 23-25 Feb. 2022

ROADEF 2022

"23rd ROADEF (Société Française de Recherche Opérationnelle et d'Aide à la Décision) annual congress"

INSA Lyon, Villeurbanne, France

International 29 Nov. – 1 Dec. 2017

COMPLEX NETWORKS 2017

"6th International Conference on Complex Networks and their Applications"

Lyon, France