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12/27/2022
Inferring Displacement Fields from Sparse Measurements Using the Statistical Finite Element Method
A well-established approach for inferring full displacement and stress f...
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12/15/2022
Physics-Informed Neural Networks for Material Model Calibration from Full-Field Displacement Data
The identification of material parameters occurring in constitutive mode...
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10/06/2022
Spiking neural networks for nonlinear regression
Spiking neural networks, also often referred to as the third generation ...
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10/14/2021
Physics informed neural networks for continuum micromechanics
Recently, physics informed neural networks have successfully been applie...
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03/18/2020