UM-Bridge is a language-agnostic interface linking Uncertainty Quantification (UQ) packages and numerical model software. It allows
- Speeding up UQ projects from prototype to HPC
- Making UQ and model software available to a wide audience
- Reproducible, community-driven UQ benchmarking
For more information, see UM-Bridge documentation.
This workshop has the following goals:
- Get users familiar with UM-Bridge
- Initiate collaborations between UQ and model experts
- Advance the UQ software ecosystem
- Anne Reinarz [email protected]
- Linus Seelinger [email protected]
The workshop will be held online and span two days:
- Thursday, December 5 2024, 11:00 - 17:00 CET
- Friday, December 6 2024, 11:00 - 18:00 CET
We will use gather.town as our online platform.
Registration is available through the registration form until November 24th.
For practical exercises, you will need working installations of
- docker (available at docker.com)
- Python
All times in CET (GMT+1).
| Time | Session |
|---|---|
| 11:00 | Welcome |
| 11:05 | Invited talk: From Deterministic to Probabilistic: Confidence and Credibility in Data-Driven Models |
| Mikkel Lykkegaard, DigiLab | |
| 11:35 | Short talks |
| Fabian Kutschera | |
| Daniel Andrés Arcones | |
| Max Rudolph | |
| Carolin Lindow | |
| Ecem Öz | |
| V Mithlesh Kumar | |
| 12:00 | Lunch break |
| 13:00 | Invited talk: An UM-Bridge-based setup for multi-fidelity surrogate models for UQ |
| Benjamin Kent, IMATI | |
| 13:30 | Stefano Marelli: Non-intrusive uncertainty quantification with UQLab and UQ[py]Lab |
| 13:50 | Coffee break |
| 14:15 | Simon Urbainczyk: Rational Approximation for Deep Gaussian Processes |
| 14:35 | Short talks |
| Balduin Katzer | |
| Shao-Hung Lan | |
| Darshan Sarojini | |
| Pawan Kumar Pandey | |
| Anil Yildiz | |
| Prajwal Shandilya Mullur Guruprasad | |
| Ivana Jovanovi Buha | |
| Christian Jimenez Beltran | |
| 15:15 | Coffee break |
| 15:40 | Louise Kluge: MLDA for cosmological simulations |
| 16:00 | Zubin Trivedi: Polymorphic uncertainty quantification for crash models in LS-DYNA |
| 16:20 | Short break |
| 16:30 | Invited talk: Human in the loop UQ |
| Katherine Rosenfeld, Gates Foundation |
| Time | Session |
|---|---|
| 11:00 | Linus Seelinger (KIT Karlsruhe): Introduction to UM-Bridge |
| 11:40 | Practical: UM-Bridge basics / Participants' projects |
| 12:40 | Lunch break |
| 13:40 | Anne Reinarz (Durham uni.): Intro containers, containerized UM-Bridge models/benchmarks |
| 14:20 | Practical: Containerized models / Participants' projects |
| 15:00 | Coffee break |
| 15:40 | Linus Seelinger (KIT Karlsruhe): Cloud-based HPC for UM-Bridge models |
| 16:00 | Chung Ming Loi (Durham Uni.): UM-Bridge models on classical HPC |
| 16:20 | Practical: UM-Bridge cloud + HPC / Participants' projects |
| 17:00 | Discussion groups |
| 17:30 | Discussion wrap-up |