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


WHEN/WHERE :

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


REGISTRATION :

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

PREVIOUSLY OFFERED BLOCK COURSES :

2019
2018
2017

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

CSZ Block Course

Updated on 2020-04-24T10:42:15+02:00, by Eleni Chatzi.