Picture of Sebastian Kaltenbach

Sebastian Kaltenbach, M.Sc.

Technical University of Munich

Associate Professorship of Continuum Mechanics (Prof. Koutsourelakis)

Postal address

Postal:
Boltzmannstr. 15
85748 Garching b. München

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

Teaching

  • Modeling of Uncertainty and Data in Mechanical Engineering (SS 2018 - SS 2020)

Supervised Student Projects

  • Jonas Eichelsdörfer: Physics Informed Machine Learning and Hamiltonian Neural Networks, Master's Thesis (supervised together with Atul Agrawal)
  • Zhiyi He: Bayesian GANs for medical image analysis, Master's Thesis (supervised together with Hongwei Li)
  • Simon Jarvers: Machine Learning of ODE with Gaussian Processes, Bachelor's Thesis
  • Tim Beyer: Neural Ordinary Differential Equations for Physical Problems, Bachelor's Thesis
  • Tobias Pielok: Residual Enhanced Probabilistic Koopman-based Representation Learning, Master's Thesis
  • 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

Background

  • M.Sc. Computational Mechanics, TUM
  • M.Sc. Medical Engineering and Technology, TUM and ETH Zurich
  • B.Sc. Engineering Science, TUM