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20242026
most citedA Spectral-based Physics-informed Finite Operator Learning for Prediction of Mechanical Behavior of Microstructures

16 citations · 18 across the 3 of their papers we have counts for

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physics.comp-ph2026

Automatic-Differentiation-Enabled Finite Element Model Updating: Learning Constitutive Neural Networks from Structural Deformation Data

Matthias Knipper, Chenyi Ji, Malte Brand +1

The identification of constitutive neural network models from heterogeneous full-field deformation data provides a robust alternative to traditional calibration methods based on ho…