Curvature-aware optimization for high-accuracy physics-informed neural networks

Computer Methods in Applied Mechanics and Engineering 2026 Open access

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Authors: Anas Jnini, Elham Kiyani, Khemraj Shukla, Jorge F. Urbán, Nazanin Ahmadi Daryakenari, Johannes Muller, Marius Zeinhofer, George Em Karniadakis
DOI: 10.1016/j.cma.2026.119289
Cited by: 1
References: 48

Fields of Study & Subjects

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

Publication details

Journal / source
Computer Methods in Applied Mechanics and Engineering
Publisher
Elsevier BV
Volume
462
Pages
119289–119289
Publication date
17 August 2026
Language
EN