computer graphics

LiCROM: Linear-subspace continuous reduced order modeling with neural fields

We propose LiCROM, a method that combines linear-subspace model reduction with continuous neural field representations. By representing the reduced basis using neural fields, we enable continuous queries in space and time, facilitating …

Neural stress fields for reduced-order elastoplasticity and fracture

We propose neural stress fields, a method for reduced-order modeling of elastoplastic materials and fracture mechanics. By representing stress fields using neural networks, we enable efficient simulation of complex material behaviors including …