Access content directly

William FAURIAT

11
Documents

Presentation

Voir krdexplorebyfauriat.com Mon champ de recherche actif concerne le couplage des théories des probabilités et de la décision afin de composer un cadre méthodologique adapté à la décision en contexte incertain, notamment en intégrant une maitrise du risque (robustesse de la décision), en considèrent les mécanismes d’apprentissage, de collecte de données et d’information (valeur de l’information) et de décision conditionnelle et en interrogeant les choix de modélisation (incertitude de modèle). Mots clés : Théorie des probabilités, modélisation stochastique, théorie de la décision, statistiques, méthodes Bayésiennes, apprentissage, traitement de l’information, valeur de l’information, méthodes numériques, analyse de risque, analyse de fiabilité, optimisation de la maintenance
See krdexplorebyfauriat.com My current research activity relates to the joint use of probability and decision theory as a framework to guide decision under uncertainty notably by addressing proper risk control (robust decision making), learning mechanisms and data and information collection (value of information), conditional decision making, as well as the question of modeling choices (model uncertainty). Keywords: probability theory, stochastic modeling, decision theory, statistics, Bayesian methods, learning, information processing, value of information, numerical methods, risk analysis, reliability analysis, maintenance optimization

Publications

Image document

Adopting a robust attitude: risk-constrained decisions and knowledge acquisition

William Fauriat
ESREL 2020, Nov 2020, Venice, Italy. ⟨10.3850/978-981-14-8593-0⟩
Conference papers hal-03362773v1
Image document

Value of information from condition inspection for a gamma degradation process

William Fauriat , Enrico Zio
PHM Paris, May 2019, Paris, France. ⟨10.1109/PHM-Paris.2019.00040⟩
Conference papers hal-02164503v1
Image document

Estimation of the value of prognostic information for condition-based and predictive maintenance

William Fauriat , Enrico Zio
European Safety and Reliability Conference, Sep 2019, Hanover, Germany
Conference papers hal-02381856v1
Image document

An importance measure to assess the value of a component inspection policy

William Fauriat , Enrico Zio
3rd International Conference on System Reliability and Safety, Nov 2018, Barcelone, Spain. ⟨10.1109/ICSRS.2018.8688877⟩
Conference papers hal-02056111v1
Image document

A Data-Driven approach for predicting the remaining useful life of steam generators

Hoang-Phuong Nguyen , William Fauriat , Enrico Zio , Jie Liu
2018 3rd International Conference on System Reliability and Safety (ICSRS), Nov 2018, Barcelona, Spain. ⟨10.1109/ICSRS.2018.00049⟩
Conference papers hal-02194938v1
Image document

An Application of Stochastic Simulation to the Study of the Variability of Road Induced Fatigue Loads

W. Fauriat , C. Mattrand , N. Gayton , A. Béakou
6th Fatigue Design conference, 2015, Senlis, France. pp.631 - 645, ⟨10.1016/j.proeng.2015.12.643⟩
Conference papers hal-01771731v1