Victor Cohen

PhD Student / CERMICS

Introduction

I am a PhD student in Operations research and Machine learning at CERMICS, Ecole des Ponts ParisTech. With my advisors Frédéric Meunier and Axel Parmentier , we are working on the logistic of predictive maintenance.

Research Topic

This PhD focuses on the optimization of the logistic of predictive maintenance.

Device failures is one of the main sources of cost in the industry. It is notably the case for airlines, because if a failure occurs, flights must be canceled, which leads to costs that are often much higher than the price of replacing this equipment. The objective of predictive maintenance is to exploit available data to predict when the next failure will occur. Based on this information, the airline must schedule the next maintenance operations that are going to be done.

This problem can be formulated as a Partially Observed Markov Decision Process (POMDP). We study some methods to solve a POMDP with a Linear Program using probablistic graphical models.

Publications & Preprints
Conferences and Talks
Teaching
Curriculum

I am a former student of Ecole des Ponts ParisTech . A detailed resume can be found here (English version) or here (French version).

Contact

Victor Cohen
CERMICS, École Nationale des Ponts et Chaussées
6 et 8, av. Blaise Pascal
Cité Descartes - Champs-sur-Marne
77455 Marne-la-Vallée cedex 2
France

E-mail: victor.cohen[at]enpc.fr