Brain Marko Riemer, Dipl.-Ing.
© TUD/NEFM
Dipl.-Ing. Brain Marko Riemer
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Chair of Computational and Experimental Solid Mechanics
Visiting address:
Zeunerbau, Room 355 George-Bähr-Straße 3c
01069 Dresden
Research
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Data-Driven Modeling of Viscoelastic Materials Using Neural Networks
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Calibration of material models using full-field data
Teaching
- Tutorials for advanced courses
Publications
2026
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Construction of minimal integrity bases for anisotropic hyperelasticity via structural tensors, 8 Jul 2026, In: Journal of the Mechanics and Physics of Solids. 216, 38 p., 106763Electronic (full-text) versionResearch output: Contribution to journal > Research article
2025
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A dual-stage constitutive modeling framework based on finite strain data-driven identification and physics-augmented neural networks, 1 Dec 2025, In: Computer Methods in Applied Mechanics and Engineering. 447, 118289Electronic (full-text) versionResearch output: Contribution to journal > Research article
Presentations
2026
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Viscoelasticity with Physics-Augmented Neural Networks: Model Formulation and Training Strategies Kalina, K. A. (Speaker), Riemer, B. (Involved person), Brummund, J. (Involved person), Linden, L. (Involved person), Klein, D. (Involved person), Weeger, O. (Involved person), Kästner, M. (Involved person) 19 Jul 2026 → 24 Jul 2026 Activity: Talk or presentation at external institutions/events > Keynote > Invited
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Training of viscoelastic physics-augmented neural networks via full-field data Riemer, B. (Speaker), Kalina, K. A. (Involved person), Kästner, M. (Involved person) 16 Mar 2026 → 20 Mar 2026 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Calibration of viscoelastic physics-augmented neural networks via full-field data Riemer, B. (Speaker), Kalina, K. A. (Involved person), Kästner, M. (Involved person) 11 Feb 2026 → 12 Feb 2026 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed