Causality-respecting adaptive refinement for PINNs: enabling precise interface evolution in phase field modeling

Machine learning for computational science and engineering 2026

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Authors: Wei Wang, Tang Paai Wong, Haihui Ruan, Somdatta Goswami
DOI: 10.1007/s44379-026-00058-y
Cited by: 1
References: 22

Fields of Study & Subjects

Model Reduction and Neural Networks Neural Networks and Reservoir Computing Machine Learning in Materials Science

Publication details

Journal / source
Machine learning for computational science and engineering
Publisher
Springer Science and Business Media LLC
Volume
2
Issue
1
Publication date
23 February 2026
Language
EN