Romit Maulik, Argonne National Laboratory, Emulating complex systems from data using scientific machine learning
Romit Maulik, Argonne National Laboratory, Emulating complex systems from data using scientific machine learning
In this talk, I will present recent research that builds fast and accurate data-driven surrogate models (or emulators) for various complex and high-dimensional systems. Furthermore we will use scientific machine learning techniques in lieu of black-box data-driven methods. In other words, not only will our models be informed by data, but they will also be…