Towards Spatio-Temporal Extrapolation of Phase-Field Simulations with Convolution-Only Neural Networks.

Laurent Capolungo

Christophe Bonneville Nathan Bieberdorf Pieterjan Robbe Mark Asta Habib N. Najm Laurent Capolungo Cosmin Safta Towards Spatio-Temporal Extrapolation of Phase-Field Simulations with Convolution-Only Neural Networks. 2026 January abs/2601.04510 CoRR https://doi.org/10.48550/arXiv.2601.04510 db/journals/corr/corr2601.html#abs-2601-04510 streams/journals/corr

Christophe Bonneville Nathan Bieberdorf Pieterjan Robbe Mark Asta Habib N. Najm Laurent Capolungo Cosmin Safta Extrapolating Phase-Field Simulations in Space and Time with Purely Convolutional Architectures. 2025 September abs/2509.20770 CoRR https://doi.org/10.48550/arXiv.2509.20770 db/journals/corr/corr2509.html#abs-2509-20770 streams/journals/corr

Pieterjan Robbe Andre Ruybalid Arun Hegde Christophe Bonneville Habib N. Najm Laurent Capolungo Cosmin Safta A Comparison of Surrogate Constitutive Models for Viscoplastic Creep Simulation of HT-9 Steel. 2025 September abs/2509.22667 CoRR https://doi.org/10.48550/arXiv.2509.22667 db/journals/corr/corr2509.html#abs-2509-22667 streams/journals/corr

Christophe Bonneville Nathan Bieberdorf Arun Hegde Mark Asta Habib N. Najm Laurent Capolungo Cosmin Safta Accelerating Phase Field Simulations Through a Hybrid Adaptive Fourier Neural Operator with U-Net Backbone. 2024 abs/2406.17119 CoRR https://doi.org/10.48550/arXiv.2406.17119 db/journals/corr/corr2406.html#abs-2406-17119 streams/journals/corr

Nicolas Bertin Laurent Capolungo A FFT-based formulation for discrete dislocation dynamics in heterogeneous media. 366-384 2018 355 J. Comput. Phys. https://doi.org/10.1016/j.jcp.2017.11.020 db/journals/jcphy/jcphy355.html#BertinC18

Mark Asta Nicolas Bertin Nathan Bieberdorf Christophe Bonneville Arun Hegde Habib N. Najm Pieterjan Robbe Andre Ruybalid Cosmin Safta