Dr.-Ing. Karl Kalina
© TUD/NEFM
Dr.-Ing. Karl Kalina
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Chair of Computational and Experimental Solid Mechanics
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
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
2020
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Corrigendum: Field-induced interactions in magneto-active elastomers—a comparison of experiments and simulations (2020 Smart Mater. Struct. 29 085026), 6 Oct 2020, In: Smart materials and structures. Vol. 29. p. 119501Electronic (full-text) versionResearch output: Contribution to specialist publication > Corrections (errata and retractions)
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A macroscopic model for magnetorheological elastomers based on microscopic simulations, 1 Jun 2020, In: International journal of solids and structures. 193-194, p. 200-212, 13 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Field-induced interactions in magneto-active elastomers - A comparison of experiments and simulations, 2020, In: Smart Materials and Structures. 29, 8, 9 p., 085026Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Multiscale modeling and simulation of magneto-active elastomers based on experimental data, 2020, In: Physical Sciences Reviews. 2020, p. 20200012, 31 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
Conference Talks
2026
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A Perspective on Material Modelingwith Physics-Augmented Neural Networks Kalina, K. A. (Speaker) 19 Jan 2026 Activity: Talk or presentation at external institutions/events > Keynote > Invited
2025
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A Perspective on Material Modeling with Physics-Augmented Neural Networks Kalina, K. A. (Speaker) 17 Dec 2025 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Invited
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Data-Driven Constitutive Modeling with Physics-Augmented Neural Networks Kalina, K. A. (Speaker) 3 Nov 2025 Activity: Talk or presentation at external institutions/events > Keynote > Invited
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Constitutive Modeling with Physics-Augmented Neural Networks Kalina, K. A. (Speaker) 28 Oct 2025 Activity: Talk or presentation at external institutions/events > Keynote > Invited
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A data-driven decoupled multiscale scheme for the modeling of structured magnetorheological elastomers Roth, H. T. (Speaker), Gebhart, P. (Involved person), Kalina, K. A. (Involved person), Kästner, M. (Involved person), Wallmersperger, T. (Involved person) 30 Sep 2025 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
Awards
- 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
- 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 Material Forming
- International Journal of Solids and Structures
- Journal of the Mechanics and Physics of Solids
- Mechanics of Materials
- Mechanics of Time-Dependent Materials
- Technische Mechanik