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Finite Element Neural Network Interpolation. Part I: Interpretable and Adaptive Discretization for Solving PDEs
We present the Finite Element Neural Network Interpolation (FENNI) framework, a sparse
neural network architecture extending previous work on Embedded Finite Element Neural …
neural network architecture extending previous work on Embedded Finite Element Neural …
Unfitted finite element interpolated neural networks
W Li, AF Martín, S Badia - arxiv preprint arxiv:2501.17438, 2025 - arxiv.org
We present a novel approach that integrates unfitted finite element methods and neural
networks to approximate partial differential equations on complex geometries. Easy-to …
networks to approximate partial differential equations on complex geometries. Easy-to …