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Preprint Aug 2026

What makes a useful molecular model of biochar? A community roadmap

Biochars are disordered carbonaceous materials produced by biomass pyrolysis, with applications spanning soil amendment, water remediation, carbon storage, and functional materials. Although they share structural features with other disordered carbons such as coal, kerogen, and activated carbons, the questions posed to...

Valentina Sierra-Jimenez, J. Mathews, L. Bellucci et al. · 0 citations
#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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