12 citations · 23 across the 5 of their papers we have counts for
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eess.SY2024★ 12 cited
Physics-informed Neural Networks for Heterogeneous Poroelastic Media
Sumanta Roy, Chandrasekhar Annavarapu, Pratanu Roy +1
This study presents a novel physics-informed neural network (PINN) framework for modeling poroelasticity in heterogeneous media with material interfaces. The approach introduces a…
cs.LG2024★ 11 cited
Adaptive Interface-PINNs (AdaI-PINNs): An Efficient Physics-informed Neural Networks Framework for Interface Problems
Sumanta Roy, Chandrasekhar Annavarapu, Pratanu Roy +1
We present an efficient physics-informed neural networks (PINNs) framework, termed Adaptive Interface-PINNs (AdaI-PINNs), to improve the modeling of interface problems with discont…