Picture of Sebastian Kaltenbach

Sebastian Kaltenbach, M.Sc.

Technical University of Munich

Associate Professorship of Continuum Mechanics (Prof. Koutsourelakis)

Postal address

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)



  • 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


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