38 citations · 41 across the 4 of their papers we have counts for
3 papers · 1 filter
Unweaving the mechanics of woven fabrics through automated model discovery
Marin Lauber, Uzair Manack, Thibault Vervenne +4
Woven fabrics have multiple structural, aesthetic, and medical applications that require knowledge of their mechanical properties. While isolated fiber properties are easily determ…
CANN-EUCLID: unsupervised constitutive artificial neural network model discovery from full-field data
Benjamin Alheit, Siddhant Kumar, Mathias Peirlinck
Constitutive artificial neural networks (CANNs) provide interpretable material model discovery, but have so far been used in stress-supervised settings based on apparent stress-str…
COMMET: orders-of-magnitude speed-up in finite element method via batch-vectorized neural constitutive updates
Benjamin Alheit, Mathias Peirlinck, Siddhant Kumar
Constitutive evaluations often dominate the computational cost of finite element (FE) simulations whenever material models are complex. Neural constitutive models (NCMs) offer a hi…