75 citations · 142 across the 12 of their papers we have counts for
Showing 2023Show all
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cs.CE2023★ 1 cited
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…
cs.LG2023★ 31 cited
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…