Access content directly

Matthieu Roux

6
Documents
Researcher identifiers

Presentation

Presentation ============ PhD student under the supervision of Anne Barros and Yiping Fang, in the chair RRCS (Risk and Resilience of Complex Systems), I work on the optimization of scheduled maintenance operations for complex industrial systems. I ambition to study more in details CBM policies for distributed systems, with some economic dependencies (like opportunistic maintenance considerations) and other coupling constraints (specifically resource and performance constraints). The aim of my thesis is then to study the impact of imperfect monitoring on the resulting optimal maintenance policies. In the context of the chair, I work in collaboration with the companies EDF (French electricity operator), Orange (French telecom operator) and SNCF (French railway operator) in order to define industrial use cases. More information can be found on this page: <https://rrcs.centralesupelec.fr/> Contact ======= Laboratoire Génie Industriel CentraleSupélec Université Paris-Saclay 9 rue Joliot-Curie 91190 Gif-sur-Yvette France Bâtiment Bouygues e-mail: matthieu.roux@centralesupelec.fr

Publications

Condition-Based Maintenance Optimization Under Large Action Space with Deep Reinforcement Learning Method

Peng Bi , Yi-Ping Fang , Matthieu Roux , Anne Barros
6th International Conference on Optimization and Learning, OLA 2023, 2023, Malaga, France. pp.161-172, ⟨10.1007/978-3-031-34020-8_12⟩
Conference papers hal-04317702v1
Image document

A hybrid approach to solve the maintenance problem of an offshore wind farm formulated as a large-scale POMDP

Matthieu Roux , Yiping Fang , Anne Barros
24ème congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, Feb 2023, Rennes, France
Conference papers hal-04013826v1
Image document

Impact of imperfect monitoring on the optimal condition-based maintenance policy of a single-item system

Matthieu Roux , Yiping Fang , Anne Barros
32nd European Safety and Reliability Conference, ESREL 2022, Aug 2022, Dublin, Ireland. pp.658-664, ⟨10.3850/978-981-18-5183-4_R14-08-468-cd⟩
Conference papers hal-03762550v1
Image document

Maintenance planning under imperfect monitoring: two POMDP approaches to quantify the value of information

Matthieu Roux , Anne Barros , Yiping Fang
23ème congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, INSA Lyon, Feb 2022, Villeurbanne - Lyon, France
Conference papers hal-03595322v1