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Martin J. Blunt

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#machine learning Preprint Oct 2026

PoreML: A Data-Driven Framework for Learning Multiphase Flow in Porous Media

Multiphase flow in porous microstructures is central to CO$_2$ storage, fuel-cell operation, and flip-chip packaging. Predicting these flows remains challenging because wettability and complex pore geometry govern the nonlinear evolution of fluid interfaces. Machine learning holds substantial promise for advancing the...

Chun-Yang Wang, Ming-Rui Zhang, Yu-Yan Zhang et al. · 0 citations

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