Sebastian Kaltenbach, M.Sc.
Technical University of Munich
Associate Professorship of Continuum Mechanics (Prof. Koutsourelakis)
Postal address
Postal:
Boltzmannstr. 15
85748 Garching b. München
- Phone: +49 (89) 289 - 16692
- Office hours: Dienstag, 10-11.30 Uhr
- Room: 5504.EG.438
- sebastian.kaltenbach@tum.de
Raum MW 0438
Research Focus
- Physics-aware Machine Learning
- Uncertainty Quantification
- Bayesian Strategies
- Coarse Graining
- Stochastic Partial Differential Equations
- UQ in multiscale problems (e.g. biomedical systems)
Publications
- Sebastian Kaltenbach, Phaedon-Stelios Koutsourelakis: Incorporating physical constraints in a deep probabilistic machine learning framework for coarse-graining dynamical systems
Seminars and Workshops
- Computational Statistics and Data-Driven Models, ICERM Virtual Workshop, 2020, Poster Presenter
Supervised Student Projects
- Martin Kronthaler: Physics Enhanced Neural Networks for the Prediction of Dynamical Systems, Term Project
- Zhiyi He: Magnetic Resonance Images Reconstruction using Generative Adversarial Networks and Uncertainty Analysis, Term Project (supervised together with Hongwei Li)
- Tobias Pielok: Bayesian Coarse Graining with Memory, Term Project
- Fan Wang: Learning evolution laws from complete and incomplete data, Research Internship