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20212025
most citedDenoising diffusion algorithm for inverse design of microstructures with fine-tuned nonlinear material properties

90 citations · 305 across the 20 of their papers we have counts for

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physics.geo-ph2021★ 49 cited

Multi-phase-field microporomechanics model for simulating ice lens growth and thaw in frozen soil

Hyoung Suk Suh, WaiChing Sun

This article presents a multi-phase-field poromechanics model that simulates the growth and thaw of ice lenses and the resultant frozen heave and thaw settlement in multi-constitue…

physics.geo-ph2021★ 17 cited

Equivariant geometric learning for digital rock physics: estimating formation factor and effective permeability tensors from Morse graph

Chen Cai, Nikolaos Vlassis, Lucas Magee +6

We present a SE(3)-equivariant graph neural network (GNN) approach that directly predicting the formation factor and effective permeability from micro-CT images. FFT solvers are es…