41 citations · 60 across the 3 of their papers we have counts for
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cs.LG2024★ 3 cited
Deterministic and statistical calibration of constitutive models from full-field data with parametric physics-informed neural networks
David Anton, Jendrik-Alexander Tröger, Henning Wessels +3
The calibration of constitutive models from full-field data has recently gained increasing interest due to improvements in full-field measurement capabilities. In addition to the e…
cs.LG2022★ 16 cited
Physics-Informed Neural Networks for Material Model Calibration from Full-Field Displacement Data
David Anton, Henning Wessels
The identification of material parameters occurring in constitutive models has a wide range of applications in practice. One of these applications is the monitoring and assessment…