Relate pore-scale events to continuum-scale flow

Characterize how pore-scale interfacial events, including Haines jumps, snap-off, and ganglion coalescence, collectively determine continuum-scale multiphase flow in porous media.

Background

The paper identifies Haines jumps, snap-off, and ganglion coalescence as localized events that control trapping, phase connectivity, and hysteresis. Although these events are resolved at the pore scale, the authors state that their aggregate contribution to continuum-scale behavior remains unresolved. This problem motivates the development of physically informed data-driven models and evaluation metrics for multiphase flow in porous media.

References

Yet they can occur at fixed saturation, hidden from bulk descriptors, and how they add up to continuum-scale flow is still not fully understood.

— PoreML: A Data-Driven Framework for Learning Multiphase Flow in Porous Media  (2610.10314 - Wang et al., 7 Oct 2026) in Section 1, Introduction