A Physics Preserving Neural Network Based Approach for Constitutive Modeling of Isotropic Fibrous Materials

Nishan Parvez, Jacob S. Merson

We develop a new neural network architecture that strictly enforces constitutive constraints such as polyconvexity, frame-indifference, and the symmetry of the stress and material…