C3-Konferenzzeitplan – SIAM Conference on Uncertainty Quantification (UQ20)

Session IP02: George Em Karniadakis: Physics-Informed Neural Networks (PINNs) with Uncertainty Quantification Chair(s)

Date: 03-24-2020 , Time: 09:15 am | Topic: Physics-informed and data-driven UQ methods

Presentation Efficient computation of sparse polynomial chaos surrogates Author

Date: 03-25-2020 , Time: 09:10 am | Topic: High-dimensional approximation

Presentation Blurring the lines between UQ and ML: a software perspective Author

Date: 03-26-2020 , Time: 06:00 pm | Topic: Other

Presentation Stochastic spectral embedding as a local surrogate model in MCMC based Bayesian model calibration Author

Date: 03-27-2020 , Time: 10:00 am | Topic: Inverse problems

Session MS151: Uncertainty Quantification and Surrogate Models for Stochastic Simulators (Part I of II) Chair(s)

Date: 03-27-2020 , Time: 08:30 am | Topic: Surrogate models

Presentation Sparse generalized lambda models for surrogating stochastic simulators Author

Date: 03-27-2020 , Time: 09:00 am | Topic: Surrogate models

Session MS152: Uncertainty Quantification and Surrogate Models for Stochastic Simulators (Part II of II) Chair(s)

Date: 03-27-2020 , Time: 02:00 pm | Topic: Surrogate models

Presentation Towards a global framework for reliability analysis based on active learning Author

Date: 03-27-2020 , Time: 03:00 pm | Topic: Rare events and Risk