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03/01/2023
Generating Initial Conditions for Ensemble Data Assimilation of Large-Eddy Simulations with Latent Diffusion Models
In order to accurately reconstruct the time history of the atmospheric s...
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04/03/2022
Bi-fidelity Modeling of Uncertain and Partially Unknown Systems using DeepONets
Recent advances in modeling large-scale complex physical systems have sh...
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12/28/2021
Uniform-in-Phase-Space Data Selection with Iterative Normalizing Flows
Improvements in computational and experimental capabilities are rapidly ...
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12/28/2021
GANISP: a GAN-assisted Importance SPlitting Probability Estimator
Designing manufacturing processes with high yield and strong reliability...
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11/08/2021
Adversarial sampling of unknown and high-dimensional conditional distributions
Many engineering problems require the prediction of realization-to-reali...
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09/22/2019