- Development and use of semi-empirical spectral ground motion models for GPP-induced micro-earthquakes in Southern Germany. Bulletin of Earthquake Engineering, 2024 more… BibTeX Full text ( DOI )
- Data-based localisation methods using simulated data with application to small-scale structures. Archive of Applied Mechanics, 2023 more… BibTeX Full text ( DOI ) Full text (mediaTUM)
- Bayesian parameter updating in linear structural dynamics with frequency transformed data using rational surrogate models. Mechanical Systems and Signal Processing 166, 2022 more… BibTeX Full text ( DOI )
- Sparse Bayesian Learning for Complex‐Valued Rational Approximations. International Journal for Numerical Methods in Engineering, 2022 more… BibTeX Full text ( DOI ) Full text (mediaTUM)
- Polynomial chaos based rational approximation in linear structural dynamics with parameter uncertainties. Computers & Structures 233, 2020, 106223 more… BibTeX Full text ( DOI )
Room: | N1149 |
Phone: | +49 (0) 89 289 28393 |
Fax: | +49 (0) 89 289 28665 |
E-Mail: | felix.w.schneider [at] tum.de |
Office Hours: | Tuesday 3 - 5 pmThursday 3 - 5 pm upon request |
Curriculum Vitae
March-May 2023 | Research Stay at the Chair of Risk, Safety and Uncertainty Quantification, ETH Zürich |
since 2018 | Research and teaching associate at the Chair of Structural Mechanics, TU München |
May-October 2018 | Research assistant at the chair of Engineering Risk Analysis, TU München |
2018 | Master of Science (M.Sc.), TU München |
2016 | Exchange semester, Norwegian University of Science and Technology, Trondheim |
2011 - 2018 | Studies of Civil Engineering at TU München |
2009 | Abitur at Humboldtgymnasium Solingen |
Fields of Research
- Uncertainty quantification in acoustic and structural dynamics models
- Surrogate models in the frequency domain
- Bayesian updating
Teaching
Courses in the current semester:
- Introduction to Random Vibration
Courses in the previous semesters:
- Structural Dynamics
- Technical Mechanics 1 for Civil Engineers and Technical Mechanics 1 for Environmental Engineers
- Technical Mechanics 2 for Civil Engineers
- Continuum Mechanics
- Modelling and Simulation in Structural Mechanics
- Integral Transform Methods - Theory and Application
- Introduction to Random Vibration
Thesis proposals
Currently I have no open theses projects. If you're interested in our research, feel free to contact me to discuss possible thesis topics.
Matlab Toolbox for Rational Polynomial Chaos Expansion
We publish a toolbox for handling and computing rational PCE surrogate models on our LRZ-Git-repository.
Journal Publications
Conference contributions
- Gaussian Process Surrogate Models for Vibroacoustic Simulations. SAE Technical Paper Series, SAE International, 2024 more… BibTeX Full text ( DOI )
- Bayesian Model Updating for Frequency Domain Data Using Active Learning Based Sparse Bayesian Rational Polynomial Chaos Surrogates. SIAM Conference on Uncertainty Quantification (UQ24), 2024 more… BibTeX
- An Active Learning Approach Using Rational Function Approximations for Maximum A-Posteriori Estimation. 5th International Conference on Uncertainty Quantification in Computational Sciences and Engineering, 2023 more… BibTeX
- An Active Learning Approach Using Rational Function Approximations for Bayesian updating. XII International Conference on Structural Dynamics, 2023 more… BibTeX
- Investigation of complex-valued correlation models for model updating with spatially distributed data. 15th World Congress on Computational Mechanics & 8th Asian Pacific Congress on Computational Mechanics, 2022 more… BibTeX
- Sparse Bayesian rational approximation for uncertainty quantification of structural dynamic models. International Conference on Uncertainty in Structural Dynamics 2022, 2022, 4943-4957 more… BibTeX
- Sparse Bayesian Learning of Rational Function Approximations to Structural Dynamic Models. 4th International Conference on Uncertainty Quantification in Computational Sciences and Engineering, 2021 more… BibTeX
- Sparse Bayesian learning for linear structural dynamic models. 14th World Congress in Computational Mechanics and ECCOMAS Congress, 2021 more… BibTeX
- Investigation of likelihood and correlation in bayesian analysis with frequency response data. XI International Conference on Structural Dynamics , 2020Eurodyn 2020 more… BibTeX
- Bayesian updating in structural dynamics with rational surrogate models. 3rd International Conference on Uncertainty Quantification in Computational Sciences and Engineering, 2019 more… BibTeX
- Modeling Aspects of Energy Flow Analysis applied to Timber Structures. DAGA, 201844. Jahrestagung für Akustik more… BibTeX
Preprints
- Maximum a Posteriori Estimation for Linear Structural Dynamics Models Using Bayesian Optimization with Rational Polynomial Chaos Expansions. , 2024 more… BibTeX Full text ( DOI )