On-the-fly adaptivity for nonlinear twoscale simulations using artificial neural networks and reduced order modeling

Felix Fritzen, Mauricio Fernández, Fredrik Larsson

A multi-fidelity surrogate model for highly nonlinear multiscale problems is proposed. It is based on the introduction of two different surrogate models and an adaptive on-the-fly…