Matthieu Roux
6
Documents
Identifiants chercheurs
matthieu-roux-
0000-0001-8445-1746
Présentation
Presentation
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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
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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
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Maintenance Planning under Imperfect Monitoring: an Efficient POMDP Model Using Interpolated Value FunctionIFAC-PapersOnLine, 2022, ⟨10.1016/j.ifacol.2022.09.012⟩
Article dans une revue
hal-03702092v1
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Condition-Based Maintenance Optimization Under Large Action Space with Deep Reinforcement Learning Method6th International Conference on Optimization and Learning, OLA 2023, 2023, Malaga, France. pp.161-172, ⟨10.1007/978-3-031-34020-8_12⟩
Communication dans un congrès
hal-04317702v1
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A hybrid approach to solve the maintenance problem of an offshore wind farm formulated as a large-scale POMDP24ème congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, Feb 2023, Rennes, France
Communication dans un congrès
hal-04013826v1
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Impact of imperfect monitoring on the optimal condition-based maintenance policy of a single-item system32nd 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⟩
Communication dans un congrès
hal-03762550v1
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Maintenance planning under imperfect monitoring: two POMDP approaches to quantify the value of information23ème congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, INSA Lyon, Feb 2022, Villeurbanne - Lyon, France
Communication dans un congrès
hal-03595322v1
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Optimization of scheduled maintenance operations for complex industrial systems2021
Autre publication scientifique
hal-03373266v1
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