Teaching & Mentoring
Supervision
PhD and Postdoctoral Researchers
Characterization of Rocks with Explainable and Uncertainty-Aware Machine Learning Michael Roy · Paul Scherrer Institute · ongoing
Master Theses
Multimodal Prediction of Bulk Mineralogy from Drillcore Images and Fullbore Formation Microimaging Data Emil Fahrig· Paul Scherrer Institute · 2024
Accelerating Subsurface Exploration: Deep Learning based Drill Core Image Analysis Sai Vijaya Bhargavi Akavarapu · Paul Scherrer Institute · 2025
Machine Learning Models for Predicting the Leaching of Contaminants from Incineration Bottom Ashes
Willy Schumacher · Paul Scherrer Institute · 2024
Solving the Bateman Equation using Physics-Informed Neural Networks (PINNs)
Guglielmo Pacifico · Paul Scherrer Institute · 2023
Physics-Informed Neural Networks for Inverse Scattering Problems
Marco Ponts · Paul Scherrer Institute · 2022
Semester Projects
Drillcore Image Analysis Emil Fahrig · Paul Scherrer Institute · 2025
Fast surrogate modeling for cement hydration
Matthias Bonvin · Paul Scherrer Institute · 2024
Fast Uncertainty Quantification of Spent Nuclear Fuel with Neural Networks
Lucas Münster · Paul Scherrer Institute · 2023
Physics-Informed Neural Networks with a Mathematically Informed Architecture for the Nuclear Decay Equation
Miha Pompe · Paul Scherrer Institute · 2023
Solving the Decay Equation using a Physics-Informed Neural Network
Guglielmo Pacifico · Paul Scherrer Institute · 2023
Invertible neural networks for retrieving aerosol properties
David Degen · Paul Scherrer Institute · 2021
Bachelor Theses
Image Classification of Drilling Cores
Ignacio Ballester Llagaria · Paul Scherrer Institute · 2023
Assessing the Influence of Measurement Errors on the Performance of Neural Networks for the Retrieval of Aerosol Properties from Light Scattering Measurements
Rayn Ammann · Paul Scherrer Institute · 2021
University Teaching
OIKOS — Challenges for a future-based handling of water
Seminar · University of Klagenfurt · SS 2016
Analysis 2 for Information Technology
Exercise course · University of Klagenfurt · SS 2016
Mathematics for Economists
Exercise course · University of Klagenfurt · WS 2015/16
Analysis 1 for Informatics
Exercise course · University of Klagenfurt · WS 2014/15
Analysis 2 for Information Technology
Exercise course · University of Klagenfurt · SS 2014
Analysis 1 for Information Technology
Exercise course · University of Klagenfurt · WS 2013/14
Analysis 2 for Information Technology
Exercise course · University of Klagenfurt · SS 2013
Mathematics
Study empowerment course · FH JOANNEUM Graz-Kapfenberg · WS 2012/13
Mathematics for Economists
Tutorial · University of Graz · SS 2011
Mathematics for Economists
Tutorial · University of Graz · WS 2010/11
Calculus
Tutorial · University of Graz · WS 2009/10