Sharp-PINNs: Staggered hard-constrained physics-informed neural networks for phase field modelling of corrosion.

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Bibliographic Details
Title: Sharp-PINNs: Staggered hard-constrained physics-informed neural networks for phase field modelling of corrosion.
Authors: Chen, Nanxi1, Cui, Chuanjie2, Ma, Rujin1, Chen, Airong1, Wang, Sifan1,3
Source: Computer Methods in Applied Mechanics & Engineering; Dec2025, Vol. 447, pN.PAG-N.PAG, 1p
Database: Applied Science & Technology Source
Description
ISSN:00457825
DOI:10.1016/j.cma.2025.118346