FEM-PINN: integrating finite element method and physics-informed neural network for performance prediction of engineering structures via graph neural network

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Authors: Wenbin Hou, Shuyu Lv, Yongcheng Li, Changsheng Wang
Cited by: 4
References: 80

Fields of Study & Subjects

Model Reduction and Neural Networks Topology Optimization in Engineering Machine Learning in Materials Science

Publication details

Journal / source
Structural and Multidisciplinary Optimization
Publisher
Springer Science and Business Media LLC
Volume
69
Issue
3
Publication date
26 February 2026
Language
EN