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Finite-Element-based Methodology for Training Neural Network Surrogate Models
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Comparison of FE-PINN predictions with FEM solutions. Red-boxed cases were used for training, all other cases are predictions. Example mesh with boundary conditions marked is shown in lower right.
Invention Summary:
The finite element method (FEM) has emerged as a powerful technique for modeling physical problems in various disciplines. Such...
Published: 8/12/2025
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Inventor(s): Ryan Sills
Keywords(s):
Category(s): Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
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