#### Finite-element-based neural network surrogate models

Surrogate models provide accurate solutions to problems in science and engineering at a fraction of the computational time. Our group has recently developed a technique for training neural networks using the finite element method (patent pending), so that surrogate models can be easily developed using existing finite element codes.

Funding: National Science Foundation