75 citations · 156 across the 16 of their papers we have counts for
3 papers · 1 filter
A new unified arc-length method for damage mechanics problems
Roshan Philip Saji, Panos Pantidis, Mostafa E. Mobasher
The numerical solution of continuum damage mechanics (CDM) problems suffers from convergence-related challenges during the material softening stage, and consequently existing itera…
I-FENN for thermoelasticity based on physics-informed temporal convolutional network (PI-TCN)
Diab W. Abueidda, Mostafa E. Mobasher
Most currently available methods for modeling multiphysics, including thermoelasticity, using machine learning approaches, are focused on solving complete multiphysics problems usi…
Error convergence and engineering-guided hyperparameter search of PINNs: towards optimized I-FENN performance
Panos Pantidis, Habiba Eldababy, Christopher Miguel Tagle +1
In our recently proposed Integrated Finite Element Neural Network (I-FENN) framework (Pantidis and Mobasher, 2023) we showcased how PINNs can be deployed on a finite element-level…