Matthias Knipper

Hyperreduction accelerates finite element model updating for the discovery of neural materials

Finite element model updating is among the most general approaches to discover constitutive models from structural experiments: since the displacement field is computed rather than measured, it accommodates arbitrary geometries, boundary conditions, and sparse or noisy data. However, every loss evaluation requires a no...