Physics-informed neural networks for methane sorption: Cross-gas transfer learning, ensemble collapse under physics constraints, and Monte Carlo Dropout uncertainty quantification

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Authors: Mohammad Nooraiepour, Zezhang Song, Wei Li, Sarah Perez
Cited by: 1
References: 54

Fields of Study & Subjects

Model Reduction and Neural Networks Advanced Graph Neural Networks Quantum many-body systems

Publication details

Journal / source
Energy and AI
Publisher
Elsevier BV
Volume
24
Pages
100757–100757
Publication date
18 April 2026
Language
EN