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Uncertainty-Aware Model-Constrained Neural Digital Twins for Real-Time Forecast, Calibration, and Control of Aeroelastic Airfoils
William Cole Nockolds
,
Thomas A. Scott
,
Tan Bui-Thanh
,
Shatad Purohit
,
Sitaram Ramaswamy
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Rendezvous Planning from Sparse Observations of Optimally Controlled Targets
Thomas A. Scott
,
Lukas Taus
,
Yen-Hsi Richard Tsai
,
Tan Bui-Thanh
,
Justin G. R. Delva
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Model-constrained uncertainty quantification for scientific deep learning of inverse solutions
Russell Philley
,
Hai V. Nguyen
,
Tan Bui-Thanh
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Solving Bayesian Inverse Problems via Variational Autoencoders
In recent years, the field of machine learning has made phenomenal progress in the pursuit of simulating real-world data generation …
Hwan Goh
,
Sheroze Sheriffdeen
,
Jonathan Wittmer
,
Tan Bui-Thanh
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