2024
DOI: 10.1088/2632-2153/ad45af
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Learning a general model of single phase flow in complex 3D porous media

Javier E Santos,
Agnese Marcato,
Qinjun Kang
et al.

Abstract: Modeling effective transport properties of 3D porous media, such as permeability, at multiple scales is challenging as a result of the combined complexity of the pore structures and fluid physics - in particular, confinement effects which vary across the nanoscale to the microscale. While numerical simulation is possible, the computational cost is prohibitive for realistic domains, which are large and complex. Although machine learning models have been proposed to circumvent simulation, none so far has simul… Show more

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