Dr.-Ing. Karl Kalina

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
2025
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Neural networks meet phase-field: A hybrid fracture model , May 2025, In: Computer Methods in Applied Mechanics and EngineeringElectronic (full-text) versionResearch output: Contribution to journal > Research article
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Inverse design of spinodoid structures using Bayesian optimization , 19 Feb 2025, In: Computational mechanics : solids, fluids, engineered materials, aging infrastructure, molecular dynamics, heat transfer, manufacturing processes, optimization, fracture & integrity. 104726Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Fast descriptor-based 2D and 3D microstructure reconstruction using the Portilla-Simoncelli algorithm , Feb 2025, In: Engineering with computers. 41, 1, p. 589-607, 19 p., 113043Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Neural networks meet anisotropic hyperelasticity: A framework based on generalized structure tensors and isotropic tensor functions , 21 Jan 2025, In: Computer Methods in Applied Mechanics and Engineering. 437, 117725Electronic (full-text) versionResearch output: Contribution to journal > Research article
2024
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Utilizing physics‐augmented neural networks to predict the material behavior according to Yeoh's law , 12 Nov 2024, In: Proceedings in Applied Mathematics and Mechanics: PAMM. 24, 4, e202400213Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Viscoelasticty with physics-augmented neural networks: model formulation and training methods without prescribed internal variables , 6 May 2024, In: Computational Mechanics : solids, fluids, engineered materials, aging infrastructure, molecular dynamics, heat transfer, manufacturing processes, optimization, fracture & integrity. 74, 6, p. 1279-1301, 23 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Statistical analysis of effective crack properties by microstructure reconstruction and phase-field modeling , 25 Apr 2024, In: Archive of applied mechanics. 94 (2024), 9, p. 2471-2487, 17 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Neural network-based multiscale modeling of finite strain magneto-elasticity with relaxed convexity criteria , Mar 2024, In: Computer Methods in Applied Mechanics and Engineering. 421, 116739Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Reconstructing Microstructures From Statistical Descriptors Using Neural Cellular Automata , 18 Jan 2024, In: Integrating materials and manufacturing innovation. 13, 1, p. 272-287, 16 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Fast reconstruction of microstructures with ellipsoidal inclusions using analytical descriptors , Jan 2024, In: Computer aided design : CAD. 166, 103635Electronic (full-text) versionResearch output: Contribution to journal > Research article
Conference Talks
2025
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Constitutive Modeling of Anisotropic Elasticityand Magneto-Elasticity with Neural Networks Kalina, K. A. (Speaker), Brummund, J. (Involved person), Roth, H. T. (Involved person), Gebhart, P. (Involved person), Sun, W. (Involved person), Kästner, M. (Involved person) 17 Feb 2025 → 21 Feb 2025 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Designing spinodoid architected materials by Bayesian optimization Otto, A. (Speaker), Raßloff, A. (Involved person), Seibert, P. (Involved person), Kalina, K. A. (Involved person), Kästner, M. (Involved person) 17 Feb 2025 → 21 Feb 2025 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Neural networks meet phase-field: A hybrid fracture model Dammaß, F. G. (Speaker), Kalina, K. A. (Involved person), Kästner, M. (Involved person) 19 Feb 2025 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Neural networks meet phase-field: A hybrid approach to fracture Dammaß, F. G. (Speaker), Kalina, K. A. (Involved person), Kästner, M. (Involved person) 13 Feb 2025 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
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Neural networks meet fracture phase-field: Hybrid modelling of crack propagation Dammaß, F. G. (Speaker), Kalina, K. A. (Involved person), Kästner, M. (Involved person) 12 Feb 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
- 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
- Journal of the Mechanics and Physics of Solids
- Mechanics of Materials
- Mechanics of Time-Dependent Materials
- Technische Mechanik