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Scientometrics
Ongoing projects
UQCloud
mNARX surrogates (HIPERWIND)
Noisy grey-box models (GREYDIENT)
Multifidelity grey-box surrogate modelling (GREYDIENT)
Active learning-based system reliability analysis
Spectral stochastic surrogate models
PCE with discrete and categorical input variables
Offshore wind turbine design (HIPERWIND)
Learning non-stationary and discontinuous functions
UQLab
UQWorld
Bayesian tomography (collaboration)
Seismic fragility analysis (collaboration)
Poincaré chaos expansions (collaboration)
Robust renovation of buildings (collaboration)
Past projects
Modelling uncertain time series in engineering (collaboration)
UQ and sensitivity analysis of epidemiological models (collaboration)
Probabilistic dam breach modelling (collaboration)
Sensitivity analysis in atmospheric models (collaboration)
Active learning for design of cyber-physical systems (collaboration)
Vine copulas for UQ
Surrogate-assisted RBDO
Dimensionality reduction for surrogates in ultrahigh dimension
Risk-based optimization (collaboration)
Canonical low-rank approximations
Sensitivity in Hydrogeology
Polynomial-Chaos-Kriging
PCE in structural dynamics
Stochastic inverse problems
UQ with imprecise probabilities
Multi-fidelity surrogate models
Optimal experimental designs for sparse PCE
Calibration of fire insulation panels (collaboration)
Stochastic spectral embedding
Improving the efficiency of cascading failure analysis (collaboration)
Bayesian calibration using spectral embedding
Machine learning regression by PCE
Propagation of imprecise probabilities
UQ for fully renewable electricity in Europe (collaboration)
Active learning for structural reliability analysis
Generalized lambda distributions
Literature survey and benchmark for sparse PCE
Surrogate modeling and AI in hybrid simulation (collaboration)
Support vector machines as surrogates
Surrogate modelling and AI in astrophysics (collaboration)
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Baustatik für Umweltingenieurwissenschaften
Uncertainty Quantification in Engineering & Applied Sciences
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F. Keller
R. Arrigoni
F. Schmid
P. Wiederkehr
M. Berchier
A. Eicher
P. Parisi
T. Filiberti
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P. Schnabel
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UQLab
UQWorld
UQ[py]Lab
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