Projects
Scientific Machine Learning | AI-based analysis & optimization of concrete structures
Conceptual structural design today relies heavily on the intuition and experience of the structural engineer, often includes an investigation of similar reference projects, and is mostly a time-consuming and demanding task that is characterized by many iteration...
Scientific Machine Learning | Physics-Informed Deep Learning and Loss Balancing
Physics Informed Neural Networks (PINN) are algorithms from deep learning leveraging physical laws by including partial differential equations (PDE) together with a respective set of boundary and initial conditions (BC / IC) as penalty terms into their loss function....
Scientific Machine Learning | The Bridge-Genome-Data-Project
Conceptual structural design today relies heavily on the intuition and experience of the structural engineer, often includes an investigation of similar reference projects, and is mostly a time-consuming and demanding task that is characterized by many iteration...
Extended Reality in Teaching | Augmented Reality in Teaching Structural Engineering
Teaching structural engineering is a core part of education in every undergraduate civil engineering program. The content in these kinds of lectures is demanding advanced analytical thinking and abstract perception. Previous research showed the little level of using...