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Thomas Gregov

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#machine learning Preprint Sep 2026

Physics-enriched neural solvers for transient ice-flow simulation

It is shown that supplying the network with inexpensive input fields derived from low-order ice-flow balances improves this online solver, and suggests that enriching a neural solver's inputs with reduced-order physics can make repeated higher-order solves much cheaper, with no training data and no offline training.

Thomas Gregov, S. Rosier, Brandon D. Finley et al. · 0 citations

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