3 papers
cs.LG2026
PoreML: A Data-Driven Framework for Learning Multiphase Flow in Porous Media
Chunyang Wang, Mingrui Zhang, Yuyan Zhang +5
Multiphase flow in porous microstructures is central to CO storage, fuel-cell operation, and flip-chip packaging. Predicting these flows remains challenging because wettability…
cs.CV2026
SAMamba3D: adapting Segment Anything for generalizable 3D segmentation of multiphase pore-scale images
Rui Zhang, Xianzhi Song, Linqi Zhu +3
Reliable segmentation of multiphase pore-scale X-ray images of rocks is necessary to quantify fluid saturation, connectivity, and interfacial geometry. However, current 3D segmenta…
cs.LG2026
Learning Pore-scale Multiphase Flow from 4D Velocimetry
Chunyang Wang, Linqi Zhu, Yuxuan Gu +9
Multiphase flow in porous media underpins subsurface energy and environmental technologies, including geological CO storage and underground hydrogen storage, yet pore-scale dyn…