Activities at FHNW
Lecturer in Applied Mathematics at the FHNW Institute of Applied Mathematics and Physics
Teaching
- Differential Equations, Bachelor of Science in Mechanical Engineering, FHNW School of Engineering and Environment
- Convergence Mathematics, Bachelor of Science in Computer Science, Data Science & Artificial Intelligence, FHNW School of Computer Science
- Supervision of project, bachelor's and master's theses
- Open teaching software: Finite Element Method with Python (browser-based Jupyter notebooks)Numerical methods, finite element method and multiphysics simulation
Research
- Numerical methods, finite element method and multiphysics simulation
- Physics-based machine learning (physics-informed neural networks, constitutive artificial neural networks)
- Data-driven material and process modelling
- Hybrid AI systems: data-driven models with physical constraints
- Digital twins and predictive maintenance
- Multiscale mechanics of fibrous materials and metamaterials
- Tools: Python, MATLAB, C++, Abaqus, Ansys, scikit-learn, TensorFlow
- GitHub