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T. Pinomaa

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#machine learning Preprint Nov 2026

Surrogate Models for Stochastic Al-Cu Phase-Field Solidification

Phase-field models resolve microstructural evolution during rapid alloy solidification, but their computational cost limits long trajectories, stochastic ensembles, and studies across process conditions. We present a variance-preserving denoising diffusion bridge model (VP-DDBM) for state-conditioned prediction of two-...

Simon Savukoski, T. Pinomaa · 0 citations