q-bio.QM · 2026-06-24 · No. 33

Quantitative Methods, 2026-06-24.

1 new papers in q-bio.QM. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Extended pseudo-spectral physics-informed neural networks for phase-field models

    Callum Marsh, Radek Erban, Andreas Munch

    q-bio.QM · cs.LG · math.NA · physics.bio-ph

    Phase-field models play a central role in the continuum description of phase separation, in which the bulk free-energy density and the interfacial thickness parameter determine pattern formation and microstructural evolution. In practice, these constitutive quantities are rarely known a priori and must be inferred from limited dynamical observations. In this work, an extended pseudo-spectral physics-informed neural network (ESPINN) framework...

    arxiv.org/abs/2606.24660 · PDF

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