Professor
© TUD/NEFM
Professor for Computational and Experimental Solid Mechanics
NameProf. Dr.-Ing. habil. Markus Kästner
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Chair of Computational and Experimental Solid Mechanics
Visiting address:
Zeunerbau, Room 353 George-Bähr-Straße 3c
01069 Dresden
Research
Data-driven analysis of processes, materials and structures
- Microstructure characterisation and reconstruction
- Description of Process-Structure-Property (PSP) linkages
- Exploration of PSP linkages and inverse materials design
- Virtual Sensing und clustering for load and stress analysis
- Digital twins for predictive maintenance
Development of data- and model-driven modeling techniques
- Physics-constrained neural networks for material modeling
- Data-driven multi-scale modeling with automated data augmentation
- Phase-field modeling of fracture and structural evolution processes
- Modeling of coupled boundary value problems
Experimental characterization and modeling of materials
- Damage and failure of additively manufactured materials
- Process-dependent fatigue behavior of materials
- Inelastic, rate-dependent material behavior of polymers
- Damage and failure of fibre reinforced composites
- Magnetosensitive elastomers and fluids
- Parameter identification and experimental validation of material models
Selected projects
- DFG-Priority Programme SPP 2489 DaMic
- DFG-Research Training Group GRK 2868 D³
- AMTwin - Data-driven analysis of processes, materials and structures for additive manufacturing
- ePredict - Predictive maintenance for electromobility
- LRVTwin - a digital twin for light rail vehicles
- Drucksache - multiscale characterization and modeling of additively manufactured lattice structures
Publications
2021
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Accessing pore microstructure–property relationships for additively manufactured materials, Nov 2021, In: GAMM-Mitteilungen. 44, 4, e202100012Electronic (full-text) versionResearch output: Contribution to journal > Research article
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A data-driven approach for approximating non-linear dynamic systems using LSTM networks, Nov 2021, In: Procedia Structural Integrity. 38, C, p. 159-167, 9 p.Electronic (full-text) versionResearch output: Contribution to journal > Conference article
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Modeling and simulation of interface failure in metal-composite hybrids, 29 Sep 2021, In: Composites Science and Technology. 214, 108965Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Analysis of process-induced damage in remote laser cut carbon fibre reinforced polymers, Sep 2021, In: Journal of Materials Processing Technology. 295, 117162Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Additive manufacturing applications of phase-field-based topology optimization using adaptive isogeometric analysis, 12 Aug 2021, In: GAMM-Mitteilungen. 44, 3, e202100013Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Phase-field modelling for fatigue crack growth under laser-shock-peening-induced residual stresses, Aug 2021, In: Archive of Applied Mechanics. 91, 8, p. 3709-3723, 15 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Reconstructing random heterogeneous media through differentiable optimization, Aug 2021, In: Computational Materials Science. 196, 110455Electronic (full-text) versionResearch output: Contribution to journal > Research article
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X-ray computer tomography (XCT) of fatigue damage in laser-machined versus milled carbon fiber reinforced polymer matrix composites, Jul 2021, In: Engineering Fracture Mechanics. 252, 107820Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Consideration of cyclic hardening and residual stresses in fatigue life calculations with the local strain approach, 7 Jun 2021, In: Archive of Applied Mechanics. 2021, 91, p. 3693-3707Research output: Contribution to journal > Research article
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Benchmark for the Coupled Magneto-Mechanical Boundary Value Problem in Magneto-Active Elastomers, May 2021, In: Materials. 14, 9, 11 p., 2380Electronic (full-text) versionResearch output: Contribution to journal > Research article
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