 Reduced order modeling for flow and transport problems with Barlow Twins
self-supervised learningScientific Reports (Sci Rep), 2022 |
 Non-intrusive reduced order modeling of natural convection in porous
media using convolutional autoencoders: comparison with linear subspace
techniquesAdvances in Water Resources (Adv. Water Resour.), 2021 |
 Interval and fuzzy physics-informed neural networks for uncertain fieldsProbabilistic Engineering Mechanics (PEM), 2021 |
 A framework for data-driven solution and parameter estimation of PDEs
using conditional generative adversarial networksNature Computational Science (Nat. Comput. Sci.), 2021 |
 The mixed deep energy method for resolving concentration features in
finite strain hyperelasticityJournal of Computational Physics (JCP), 2021 |
