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David Anton
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[j1]David Anton
, Jendrik-Alexander Tröger
, Henning Wessels
, Ulrich Römer
, Alexander Henkes
, Stefan Hartmann
:
Deterministic and statistical calibration of constitutive models from full-field data with parametric physics-informed neural networks. Adv. Model. Simul. Eng. Sci. 12(1): 12 (2025)
[i5]Jorge-Humberto Urrea-Quintero, David Anton, Laura De Lorenzis, Henning Wessels
:
Automated Constitutive Model Discovery by Pairing Sparse Regression Algorithms with Model Selection Criteria. CoRR abs/2509.16040 (2025)
[i4]David Anton, Henning Wessels
, Ulrich Römer, Alexander Henkes, Jorge-Humberto Urrea-Quintero:
Uncertainty quantification in model discovery by distilling interpretable material constitutive models from Gaussian process posteriors. CoRR abs/2510.22345 (2025)- 2024
[i3]Ulrich Römer, Stefan Hartmann, Jendrik-Alexander Tröger
, David Anton, Henning Wessels, Moritz Flaschel, Laura De Lorenzis:
Reduced and All-at-Once Approaches for Model Calibration and Discovery in Computational Solid Mechanics. CoRR abs/2404.16980 (2024)
[i2]David Anton, Jendrik-Alexander Tröger
, Henning Wessels, Ulrich Römer, Alexander Henkes, Stefan Hartmann:
Deterministic and statistical calibration of constitutive models from full-field data with parametric physics-informed neural networks. CoRR abs/2405.18311 (2024)- 2022
[i1]David Anton, Henning Wessels
:
Physics-Informed Neural Networks for Material Model Calibration from Full-Field Displacement Data. CoRR abs/2212.07723 (2022)
Coauthor Index

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