Physics-based Digital Transformation (PDX) Lab
Vison
Vison
rapid yet accurate simulation for engineering problems
Research Techniques
Research Techniques
Non-intrusive reduced order modeling (ROM)
Non-intrusive reduced order modeling (ROM)
Proper orthogonal decomposition (POD) + Gaussian process, artificial neural network (ANN), etc.
Intrusive reduced order modeling (ROM)
Port-reduced static condensation reduced basis element (PR-SCRBE) analysis
Certified reduced basis analysis with posteriori error estimation
Physics-informed neural network (PINN)
Physics-informed neural network (PINN)
Machine learning
Machine learning
Gaussian process, multi-fidelity Gaussian process
Potential Applications
Potential Applications
Design optimization
Design optimization
Reliability-based design optimization (RBDO)
Virtual engineering
Virtual engineering
Virtual testing, virtual product development, etc.
Digital twins
Digital twins
Virtual displacement and stress monitoring (Youtube video)