Stochastic simulators are non-deterministic computer models which provide a different
response each time they are run, even when the input parameters are held at fixed values …

Long-term operation of nuclear steam generators can result in the occurrence of clogging, a
deposition phenomenon that may increase the risk of mechanical and vibration loadings on …

Long-term operation of nuclear steam generators can result in the occurrence of clogging, a
deposition phenomenon that may increase the risk of mechanical and vibration loadings on …

One-dimensional Poincare inequalities are used in Global Sensitivity Analysis (GSA) to
provide derivative-based upper bounds and approximations of Sobol indices. We add new …

Motivated by uncertainty quantification of complex systems, we aim at finding quadrature
formulas of the form∫ abf (x) d μ (x)=∑ i= 1 nwif (xi) where f belongs to H 1 (μ). Here, μ …

Uncertainties are an important ingredient in the analysis of real-world systems by means of
computational models. The scientific discipline that develops methods for modelling …

Motivated by uncertainty quantification of complex systems, we aim at finding quadrature
formulas of the form $\int_a^ bf (x) d\mu (x)=\sum_ {i= 1}^ n w_i f (x_i) $ where $ f $ belongs …

Machine learning, surrogate modeling, and uncertainty quantification pose challenges in
data-poor applications that arise due to limited availability of measurement data or with …

Nowadays, more and more complex interdependent infrastructures and networks are
developed in engineering. The design and maintenance of such systems increasingly call …

In recent years, the use of algorithms coming from the Machine Learning literature has
skyrocketed. Always seeking better performances at the price of more and more data, these …