/hypermodelcomp

Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets

Primary LanguageJupyter Notebook

Comparison of data-driven models of hyperelasticity

Benchmarking three recent methods in data-driven constitutive modeling of soft biological materials; Constitutive Artificial Neural Networks [github | paper], Input Convex Neural Networks [paper 1 | paper 2 | paper 3] and Neural ODEs [github | paper].

Tissue expansion using the NN based hyperelastic material model