IRT Saint Exupéry

An Adaptive Multipoint Formulation for Robust Parametric Optimization Mots clés Parametric optimization Multipoint optimization Gradient-based optimization Robust optimization Aerodynamics Adjoint method Domaines Optimisation et contrôle [math.OC] Equations aux dérivées partielles [math.AP] Analyse numérique [math.NA] Origine : Fichiers produits par l'(les) auteur(s)

References Alecu, L., Bonnin, H., Fel, T., Gardes, L., Gerchinovitz, S., Ponsolle, L., Mamalet, F., Jenn, É., Mussot, V., Cappi, C., Delmas, K., and Lefevre, B: Can we reconcile safety objectives with machine learning performances? In ERTS (2022) Angelopoulos, A. N., Bates, S: A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification. arXiv:2107.07511 (2021) Angelopoulos, A. N., Bates, S., Fisch, A., Lei, L., Schuster, T: Conformal Risk Control.

1 INTRODUCTION In the field of complex systems such as satellites, operational performance requirements impose important constraints to system design. System operation risk assessments are based on RAMS performance factors that is, Reliability, Availability, Maintainability, and Safety.1 However, while the methodologies associated to the evaluation of system Reliability and Safety are well defined, no official methodology is established for Availability and Maintainability.