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William FAURIAT
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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
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Optimization of an aperiodic sequential inspection and condition-based maintenance policy driven by value of informationReliability Engineering and System Safety, 2020, 204, pp.107133. ⟨10.1016/j.ress.2020.107133⟩
Journal articles
hal-02943185v1
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Estimation of road profile variability from measured vehicle responsesVehicle System Dynamics, 2016, 54 (5), pp.585 - 605. ⟨10.1080/00423114.2016.1145243⟩
Journal articles
hal-01771002v1
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AK-SYS: An adaptation of the AK-MCS method for system reliabilityReliability Engineering and System Safety, 2014, 123, pp.137 - 144. ⟨10.1016/j.ress.2013.10.010⟩
Journal articles
hal-01771724v1
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Compliance of star-like cracks: non-equivalence to holes, and the effect of random shape irregularitiesInternational Journal of Fracture, 2011, 170 (2), pp.207 - 210. ⟨10.1007/s10704-011-9611-0⟩
Journal articles
hal-01771735v1
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Stochastic modeling of road-induced loads for reliability assessment of chassis and vehicle components through simulationOther. Université Blaise Pascal - Clermont-Ferrand II, 2016. English. ⟨NNT : 2016CLF22689⟩
Theses
tel-01386533v1
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