MSK ML Meeting

Meeting Organization:

bi-weekly starting on the 15.02.2023 14:00
On-site: Seminar room 55a - 110
Zoom: (https://desy.zoom.us/j/96646780409?pwd=Rlk3dkZUQ2pITjc4NFRhNTFsZ0txQT09, Meeting-ID: 966 4678 0409, Kenncode: 160564)
next meetings dates:
- 15.03.2023
- 29.03.2023
- 12.04.2023
- 26.04.2023
- 10.05.2023
- 24.05.2023

Ideas

Who	Application	Method
Arne Gruenhagen	fault detection/diagnosis applied to PI-controller data	Variational Autoencoder for Fault diagnosis
Jannis Luebsen Julien Branlard	Cavity Piezo tuning	Bayesian Optimization
Marie Kristin Czwalinna + ?	Drift Compensation with Beam-Based Feedbacks problem: distributed feedback loops in a coupled system. current implementation is too simple, static and prone to errors because it does not account for dynamic coupling between loops.	ideas: model based learning algorithm or safe bayesian optimization?	link in confluence: https://confluence.desy.de/x/Eca7EQ
Marie Kristin Czwalinna +?	Electron Bunch Trajectory Optmization & Feedback problem: current implementation is not suited for a dynamic system and uses a too simple error estimation.	ideas: RL algorithm (beam optics model could be included) or safe bayesian optimization	link in confluence: https://confluence.desy.de/x/Dca7EQ