Romit Maulik, Argonne National Laboratory, Emulating complex systems from data using scientific machine learning
ZoomIn 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…