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PINNs for solving multiphase poroelasticity relations

Link to the paper - PINN-Poroelasticity

If you are interested in physics informed neural networks (PINNs) and coupled single and multiphase flow in porous media, please check out our work below: 

- We find it challenging to solve coupled poroelasticity relations using PINNs (data-free).

- To resolve this issue, we propose a stable training strategy based on the sequential fixed-stress-split algorithm. 

- We also explore the role of adaptive weights in training such relations simultaneously and sequentially. 

Image icon pinn_poroelasticity.jpg299.97 KB
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