Improved Physics-informed neural networks loss function regularization with a variance-based term

SSRN Electronic Journal 2026 Preprint Open access

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Authors: John M. Hanna, Hugues Talbot, Irene E. Vignon-Clementel
DOI: 10.2139/ssrn.6367880
Cited by: 0
References: 24

Fields of Study & Subjects

Model Reduction and Neural Networks Neural Networks and Applications Machine Learning in Materials Science

Publication details

Journal / source
SSRN Electronic Journal
Publication date
1 January 2026
Language
EN
Document type
Preprint