research
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08/26/2023
A new displacement-controlled arc-length method for damage mechanics problems
The numerical solution of continuum damage mechanics (CDM) problems suff...
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05/28/2023
I-FENN for thermoelasticity based on physics-informed temporal convolutional network (PI-TCN)
We propose an integrated finite element neural network (I-FENN) framewor...
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03/03/2023
Error convergence and engineering-guided hyperparameter search of PINNs: towards optimized I-FENN performance
In this paper, we aim at enhancing the performance of our proposed I-FEN...
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07/14/2022