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20242026
most citedAccelerating Phase Field Simulations Through a Hybrid Adaptive Fourier Neural Operator with U-Net Backbone

19 citations · 19 across the 5 of their papers we have counts for

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cs.CE2025

Extrapolating Phase-Field Simulations in Space and Time with Purely Convolutional Architectures

Christophe Bonneville, Nathan Bieberdorf, Pieterjan Robbe +4

Phase-field models of liquid metal dealloying (LMD) can resolve rich microstructural dynamics but become intractable for large domains or long time horizons. We present a condition…

physics.comp-ph2025

A Comparison of Surrogate Constitutive Models for Viscoplastic Creep Simulation of HT-9 Steel

Pieterjan Robbe, Andre Ruybalid, Arun Hegde +4

Mechanistic microstructure-informed constitutive models for the mechanical response of polycrystals are a cornerstone of computational materials science. However, as these models b…