Karl A. Kalina
Scholar

Karl A. Kalina

Google Scholar ID: kMY11EwAAAAJ
Institute of Solid Mechanics, TU Dresden
Computational MechanicsArtificial Neural NetworksMultiscale ProblemsCoupled ProblemsMagnetorheological Elastomers (MREs)
Citations & Impact
All-time
Citations
1,090
 
H-index
18
 
i10-index
23
 
Publications
20
 
Co-authors
28
list available
Resume (English only)
Academic Achievements
  • Published multiple research papers covering topics such as neural network models for incompressible hyperelasticity, inverse design of anisotropic microstructures using physics-augmented neural networks, a hybrid fracture model combining neural networks with phase-field, etc.
Research Experience
  • Postdoc in GRK 2868 D3 Graduate School.
Education
  • No specific educational background information provided.
Background
  • Research interests include data-driven simulation techniques, application of neural networks in solid mechanics, modeling and simulation of magnetically active materials, nonlinear FEM, homogenization methods, coupled field problems, material modeling, parameter identification, and characterization and reconstruction of microstructures.
Miscellany
  • Teaches 'Material Theory' in the summer semester, 'Multiscale Numerical Modeling' in the winter semester, and supervises exercises in both basic and advanced study programs.