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Published at November 21

Learning Pore-scale Multi-phase Flow from Experimental Data with Graph Neural Network

physics.flu-dyn

Released Date: November 21, 2024

Authors: Yuxuan Gu¹, Catherine Spurin², Gege Wen³

Aff.: ¹Department of Electrical and Electronic Engineering, Imperial College London; ²Department of Energy Science and Engineering, Stanford University; ³Department of Earth Science & Engineering, Imperial College London

Arxiv: http://arxiv.org/abs/2411.14192v1

Metric / Configuration	F9C0F9	F7C4F7	F6C6F6	F4C10F4
Training time (seconds/epoch)	24.88	21.72	20.02	16.74
Mean surface area error $\bar{\epsilon}$ (defined as Eq. (7))	10.40%	9.05%	8.81%	10.10%