Research


Research Topics

  • Uncertainty Quantification and Numerical Simulation with Uncertain Data
  • Structural Safety and Reliability
  • Nonlinear Finite Element Methods
  • Stability and Load Bearing Capacity of Structures
  • Time-dependent Material Models
  • Surrogate Models and Model Order Reduction
  • Artificial Neural Networks and Machine Learning
  • Real-time Simulation
  • Optimization of Structures and Processes

 

Current Research Projects

Reliability-based structural performance assessment considering polymorphic uncertainties of reused concrete elements
Subproject A05 of the DFG Collaborative Research Center 1683 ”Methods of interaction for the modular reuse of existing structures“, funded since 2025
SFB 1683 - Subproject A05
 

Quantification and minimization of uncertainty for guided wave-based structural health monitoring with artificial neural network approaches
Research Grant, funded since 2025

Design and Optimization of Shell Structures with Polymorphic Uncertain Data
Individual Research Grant, funded since 2022

Simulation and Monitoring-based Real-time Steering in Mechanized Tunneling
Transfer project T2 of the DFG Collaborative Research Center 837 “Interaction Modeling in Mechanized Tunneling“
SFB 837 - Subproject T2

Multiscale modeling with artificial neural networks

Polymorphic uncertainty modeling

Structural analysis considering uncertainties with polynomial chaos expansions

 

 

 

Completed Research Projects