U& & Data Analysis in Applied Sciences
WHAT :
This 3-credit course course presents fundamental concepts and advanced methodologies for handling and interpreting data in relation with models. It elaborates on methods and tools for identifying, quantifying and propagating uncertainty through models of systems with applications in various fields of Engineering and Applied science.
Link to the ETH Zurich Course Catalogue
April 27-May 8 (no class on May 1), online via Zoom
The opening lecture will be offered via the following Zoom link on Monday, April 27, from 10:00-12:00: https://ethz.zoom.us/s/95527717382
May 6 - May 8, 2020: The lectures of the Structural Mechanics and Monitoring group will be delivered via the following Zoom link: https://ethz.zoom.us/s/95527717382
Flyer
Please be aware that the registration opens January 1 with a deadline at the end of the 2nd week of the Spring Semester 2020.
Registration Conditions
- ETH students can register in myStudies
- Students from universities that have official cooperation agreements with ETH Zurich may register as special students. No registration fee applies.
- ETH Domain Employees can register as an auditor. The registration is free of charge for ETH domain employees.
- Non ETH students may register as auditors following the instructions provided here. A fee of 200 CHF applies for this Block Course. The invoice will be established after the sixth week of the semester. It will be dispatched by e-mail to your ETH e-mail address and must be paid within 30 days
Monday, April 27, 2020
10:00-12:00 UQ1. Introduction to uncertainty quantification
https://ethz.zoom.us/s/95527717382
13:00-15:00 UQ2. Modelling sources of uncertainty
15:00-17:00 UQ3. Uncertainty propagation by Monte Carlo simulation
Tuesday, April 28, 2020
10:00-12:00 UQ4. Polynomial chaos expansions (Part 1)
13:00-15:00 UQ5. Polynomial chaos expansions (Part 2)
15:00-17:00 UQ6. Sensitivity analysis
Wednesday, April 29, 2020
10:00-12:00 UQ7. Structural reliability and rare events simulation (Part 1)
13:00-15:00 UQ8. Structural reliability and rare events simulation (Part 2)
15:00-17:00 UQ9. Tutorial: UQLab
Thursday, April 30, 2020
Prof. Dr. Costas Papadimitriou, Dr. Georgios Arampatzis, Dr. Sergio Martin
10:00-12:00 CS1. Introduction to Bayesian Inference
https://ethz.zoom.us/j/96947103842
13:00-15:00 CS2. Stochastic Optimization
https://ethz.zoom.us/j/96947103842
15:00-17:00 CS3. Model Selection and Uncertainty Propagation
https://ethz.zoom.us/j/96947103842
Monday, May 4, 2020
Prof. Dr. Costas Papadimitriou, Dr. Georgios Arampatzis, Dr. Sergio Martin
10:00-12:00 CS4. Tutorial I: KORALI software for Bayesian UQ
https://ethz.zoom.us/j/96947103842
13:00-15:00 CS5. Hierarchical Bayesian Inference
https://ethz.zoom.us/j/96947103842
15:00-17:00 CS6. Advanced Markov Chain Monte Carlo
https://ethz.zoom.us/j/96947103842
Tuesday, May 5, 2020
Prof. Dr. Costas Papadimitriou, Dr. Georgios Arampatzis, Dr. Sergio Martin
10:00-12:00 CS7. Machine Learning for Model Reduction
https://ethz.zoom.us/j/96947103842
13:00-15:00 CS8. Tutorial II: KORALI software for Bayesian UQ
https://ethz.zoom.us/j/96947103842
15:00-17:00 CS9. Optimal Experimental Design
https://ethz.zoom.us/j/96947103842
Wednesday, May 6, 2020
Dr. Vasilis Dertimanis, Prof. Dr. Eleni Chatzi
10:00-12:00 SM1. Overview – Mathematical background
https://ethz.zoom.us/s/95527717382
13:00-15:00 SM2. Time series analysis I – Basic concepts and parametric modelling
https://ethz.zoom.us/j/6777350724
15:00-17:00 SM3. Time series analysis II – Output-only subspace identification
https://ethz.zoom.us/j/6777350724
Thursday, May 7, 2020
Dr. Vasilis Dertimanis, Prof. Dr. Eleni Chatzi
10:00-12:00 SM4. MATLAB Tutorial I (system identification)
https://ethz.zoom.us/s/95527717382
13:00-15:00 SM5. Linear State estimation – Luenberger observer/Kalman filter
https://ethz.zoom.us/s/95527717382
15:00-17:00 SM6. MATLAB Tutorial II (Bayesian Estimators)
https://ethz.zoom.us/s/95527717382
Friday, May 8, 2020
Dr. Vasilis Dertimanis, Prof. Dr. Eleni Chatzi
10:00-12:00 SM7. Nonlinear State estimation – The Unscented and Particle Filters
https://ethz.zoom.us/s/95527717382
13:00-15:00 SM8. SIMULINK Tutorial I (Nonlinear & Non- stationary systems)
https://ethz.zoom.us/s/95527717382
15:00-17:00 SM9. Advanced topics – Surrogates for Nonlinear & Time Varying Systems
https://ethz.zoom.us/s/95527717382
Agenda