50 citations · 91 across the 4 of their papers we have counts for
4 papers
Self-Supervised Learning for Data Scarcity in a Fatigue Damage Prognostic Problem
Anass Akrim, Christian Gogu, Rob Vingerhoeds +1
With the increasing availability of data for Prognostics and Health Management (PHM), Deep Learning (DL) techniques are now the subject of considerable attention for this applicati…
Variance based sensitivity analysis for Monte Carlo and importance sampling reliability assessment with Gaussian processes
Morgane Menz, Sylvain Dubreuil, Jérôme Morio +3
Running a reliability analysis on engineering problems involving complex numerical models can be computationally very expensive, requiring advanced simulation methods to reduce the…
Robustness Metric for Quantifying Causal Model Confidence and Parameter Uncertainty
Garrett Waycaster, Christian Bes, Volodymyr Bilotkach +3
Many methods of estimating causal models do not provide estimates of confidence in the resulting model. In this work, a metric is proposed for validating the output of a causal mod…
Bayesian Identification of Elastic Constants in Multi-Directional Laminate from Moiré Interferometry Displacement Fields
Christian Gogu, W. Yin, Raphael T. Haftka +4
The ply elastic constants needed for classical lamination theory analysis of multi-directional laminates may differ from those obtained from unidirectional laminates because of thr…