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
 |
Design and Optimization of Shell Structures with Polymorphic Uncertain Data |
 |
Process-Oriented Simulation Models for Mechanized Tunneling |
|
Simulation and Monitoring-based Real-time Steering in Mechanized Tunneling |
 |
Optimization Approaches for Robust and Durable Reinforced Concrete and Fibre Concrete Structures under Consideration of Scale Bridging Polymorphic Uncertainty Modelling |
 |
Multiscale modeling with artificial neural networks |
 |
Training of artificial neural networks for material modeling using physical constraints |
 |
|
 |
Structural analysis considering uncertainties with polynomial chaos expansions |
 |
Completed Research Projects