Dr.-Ing. Karl Kalina
© TUD/NEFM
Name
Dr.-Ing. Karl Kalina
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Organization Name
Chair of Computational and Experimental Solid Mechanics
Address
work
Visiting address:
Zeunerbau, Room 356 George-Bähr-Straße 3c
01069 Dresden
Research
- Data-driven simulation techniques
- Usage of neural networks in solid mechanics
- Modeling and simulation of magnetoactive materials
- Nonlinear FEM, homogenisation methods
- Coupled Problems, constitutive modeling, parameter identification
- Charectirization and reconstruction of microstructures
- Postdoc in RTG 2868 D3 Graduiertenkolleg 2868
- ResearchGate, GoogleScholar
Teaching
- Lecture Materialtheorie in summer term
- Lecture Mehrskalige numerische Modellierung in winter term
- Tutorials for basic and advanced courses
Publications
43 Entries
2023
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On the relevance of descriptor fidelity in microstructure reconstruction, 15 Sep 2023, In: Proceedings in Applied Mathematics and Mechanics: PAMM. 23, 3, e202300116Electronic (full-text) versionResearch output: Contribution to journal > Research article
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A comparative study on different neural network architectures to model inelasticity, 18 Jul 2023, In: International Journal for Numerical Methods in Engineering. 124 (2023), 21, p. 4802-4840, 39 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Two-stage 2D-to-3D reconstruction of realistic microstructures: Implementation and numerical validation by effective properties, 1 Jul 2023, In: Computer Methods in Applied Mechanics and Engineering. 412, 116098Electronic (full-text) versionResearch output: Contribution to journal > Research article
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FEANN: an efficient data-driven multiscale approach based on physics-constrained neural networks and automated data mining, 8 Feb 2023, In: Computational Mechanics : solids, fluids, engineered materials, aging infrastructure, molecular dynamics, heat transfer, manufacturing processes, optimization, fracture & integrity. 71, 5, p. 827-851, 25 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
2022
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Microstructure Characterization and Reconstruction in Python: MCRpy, Sep 2022, In: Integrating materials and manufacturing innovation. 11, 3, p. 450-466, 17 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Automated constitutive modeling of isotropic hyperelasticity based on artificial neural networks, Jan 2022, In: Computational Mechanics : solids, fluids, engineered materials, aging infrastructure, molecular dynamics, heat transfer, manufacturing processes, optimization, fracture & integrity. 69, p. 213-232, 20 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
2021
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Magneto-Mechanical Coupling in Magneto-Active Elastomers, 2 Jan 2021, In: Materials. 14, 2, p. 1-27, 27 p., 434Electronic (full-text) versionResearch output: Contribution to journal > Research article
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A macroscopic model for magneto‐active elastomers based on microscopic simulations, 2021, In: Proceedings in Applied Mathematics and Mechanics: PAMM. 20 (2020), 1, p. e202000208, 2 p.Electronic (full-text) versionResearch output: Contribution to journal > Conference article
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Particle Interactions in Magneto‐Active Elastomers: Experiments and Simulations, 2021, In: Proceedings in Applied Mathematics and Mechanics: PAMM. 20 (2020), 1, p. e202000277, 2 p.Electronic (full-text) versionResearch output: Contribution to journal > Conference article
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Thermodynamically consistent constitutive modeling of isotropic hyperelasticity based on artificial neural networks, 2021, In: Proceedings in Applied Mathematics and Mechanics: PAMM. 21, 1, p. e202100144, 3 p.Electronic (full-text) versionResearch output: Contribution to journal > Conference article
This information is provided by the FIS.
Conference Talks
72 Entries
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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A precise, efficient and flexible physics-augmented neural network model for strain-induced crystallization Friedrichs, K. (Speaker), Dammaß, F. G. (Involved person), Kalina, K. A. (Involved person), Kästner, M. (Involved person) 23 Jul 2026 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Data-Driven Surrogate Modeling of Elasticity and Yield Behavior in Spinodoid Architected Materials Otto, A. (Speaker), Fritzen, F. (Involved person), Keshav, S. (Involved person), Kalina, K. A. (Involved person), Kästner, M. (Involved person) 23 Jul 2026 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Macroscale modeling of structured magnetorheological elastomers Roth, H. T. (Speaker), Gebhart, P. (Involved person), Kalina, K. A. (Involved person), Wallmersperger, T. (Involved person), Kästner, M. (Involved person) 21 Jul 2026 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Precise, efficient and flexible modeling of crystallizing elastomers based on physics-augmented neural networks Friedrichs, K. (Speaker), Dammaß, F. G. (Involved person), Kalina, K. A. (Involved person), Kästner, M. (Involved person) 28 May 2026 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
This information is provided by the FIS.
Awards
- Richard-von-Mises Awardee in appreciation for excellent scientific achievements in Applied Mathematics and Mechanics 2026
- DAAD research scholarship for young scientists with doctorates (04/23 – 09/23)
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TU Dresden Postdoc starter kit (01/23 – 09/24)
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Dr.-Klaus-Körper Awardee in appreciation for an excellent dissertation in Applied Mathematics and Mechanics 2022
Activity as a reviewer for scientific project proposals
Activity as a reviewer for scientific journals
- Acta Mechanica
- Archive of Applied Mechanics
- Archives of Computational Methods in Engineering
- Cement and Concrete Composites
- Computational Mechanics
- Computer Methods in Applied Mechanics and Engineering
- Data-Centric Engineering
- European Journal of Mechanics - A/Solids
- Examples and Counterexamples
- International Journal for Numerical Methods in Engineering
- International Journal of Engineering Science
- International Journal of Material Forming
- International Journal of Solids and Structures
- Journal of the Mechanics and Physics of Solids
- Mechanics of Materials
- Mechanics of Time-Dependent Materials
- Proceedings in Applied Mathematics and Mechanics
- Technische Mechanik