6 citations · 8 across the 2 of their papers we have counts for
3 papers
Entropy-based adaptive design for contour finding and estimating reliability
D. Austin Cole, Robert B. Gramacy, James E. Warner +3
In reliability analysis, methods used to estimate failure probability are often limited by the costs associated with model evaluations. Many of these methods, such as multifidelity…
On the Optimization of Approximate Control Variates with Parametrically Defined Estimators
Geoffrey F. Bomarito, Patrick E. Leser, James E. Warner +1
Multi-model Monte Carlo methods, such as multi-level Monte Carlo (MLMC) and multifidelity Monte Carlo (MFMC), allow for efficient estimation of the expectation of a quantity of int…
Inverse Estimation of Elastic Modulus Using Physics-Informed Generative Adversarial Networks
James E. Warner, Julian Cuevas, Geoffrey F. Bomarito +2
While standard generative adversarial networks (GANs) rely solely on training data to learn unknown probability distributions, physics-informed GANs (PI-GANs) encode physical laws…