Roberto Molinaro

Estimates on the generalization error of physics-informed neural networks for approximating a class of inverse problems for PDEs

Siddhartha Mishra, Roberto Molinaro · IMA Journal of Numerical Analysis · 2021 · 298 citations

Natural Sciences, Mathematics, Physics +17

Estimates on the generalization error of physics-informed neural networks for approximating PDEs

Siddhartha Mishra, Roberto Molinaro · IMA Journal of Numerical Analysis · 2021 · 179 citations

Natural Sciences, Mathematics, Physics +17

Physics informed neural networks for simulating radiative transfer

Siddhartha Mishra, Roberto Molinaro · Journal of Quantitative Spectroscopy and Radiative Transfer · 2021 · 149 citations · Full text

Computing, Computer Science, Physics +17

Phase-field modeling of fracture with physics-informed deep learning

M. Manav, Roberto Molinaro, Siddhartha Mishra et al. · Computer Methods in Applied Mechanics and Engineering · 2024 · 78 citations · Full text

Computing, Computer Science, Physics +17

Embedding data analytics and CFD into the digital twin concept

Roberto Molinaro, Joel-Steven Singh, Sotiris Catsoulis et al. · Computers & Fluids · 2020 · 68 citations

Computing, Computer Science, Data Science +14