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01/23/2023
An iterative multi-fidelity approach for model order reduction of multi-dimensional input parametric PDE systems
We propose a parametric sampling strategy for the reduction of large-sca...
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01/06/2023
Sensitivity analysis using Physics-informed neural networks
The paper's goal is to provide a simple unified approach to perform sens...
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09/29/2021
Residual-based adaptivity for two-phase flow simulation in porous media using Physics-informed Neural Networks
This paper aims to provide a machine learning framework to simulate two-...
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12/09/2020
