3 papers
physics.comp-ph2026
Constitutive modelling of magneto-active polymers at finite strains: A survey
Abhishek Ghosh, Chennakesava Kadapa, Mokarram Hossain
Magneto-active polymers (MAPs) are field-responsive soft composites whose mechanical behaviour can be actively modified by external magnetic fields. Their ability to exhibit field-…
cond-mat.soft2025
Biaxial characterization of soft elastomers: experiments and data-adaptive configurational forces for fracture
Miguel Angel Moreno-Mateos, Simon Wiesheier, Ali Esmaeili +2
Understanding the fracture mechanics of soft solids remains a fundamental challenge due to their complex, nonlinear responses under large deformations. While multiaxial loading is…
cs.CE2025
Neural networks meet hyperelasticity: A monotonic approach
Dominik K. Klein, Mokarram Hossain, Konstantin Kikinov +3
We apply physics-augmented neural network (PANN) constitutive models to experimental uniaxial tensile data of rubber-like materials whose behavior depends on manufacturing paramete…