Name: 2nd ICFA Workshop on Machine Learning for Charged Particle Accelerators
Start: 2019-02-26T08:00:00+01:00
End: 2019-03-01T18:00:00+01:00
Location: Villigen PSI

2nd ICFA Workshop on Machine Learning for Charged Particle Accelerators

from Tuesday, February 26, 2019 (8:00 AM) to Friday, March 1, 2019 (6:00 PM)

Monday, February 25, 2019
Tuesday, February 26, 2019

8:00 AM

8:00 AM - 9:00 AM
Room: OSGA/EG06
9:00 AM
9:00 AM - 10:45 AM
Room: OSGA/EG06
Contributions

9:00 AM Introduction to the Computing Environment - Jon Edelen (Radiasoft) Robert Nagler (Radiasoft)

9:15 AM Data Analysis and Regression - Jochem Snuverink (PSI)
10:45 AM

10:45 AM - 11:00 AM
Room: OSGA/EG06
11:00 AM
11:00 AM - 12:30 PM
Room: OSGA/EG06
Contributions

11:00 AM Deep Neural Networks - Auralee Edelen (SLAC)
12:30 PM

12:30 PM - 1:30 PM
Room: OASE Restaurant
1:30 PM
1:30 PM - 3:30 PM
Room: OSGA/EG06
Contributions

1:30 PM Unsupervised Learning & Clustering - Gianluca Valentino (University of Malta)

2:30 PM Toy Optics model - Auralee Edelen (SLAC National Accelerator Laboratory)
3:30 PM

3:30 PM - 4:00 PM
Room: OSGA Lobby
4:00 PM
4:00 PM - 5:30 PM
Room: OSGA/EG06
Contributions

4:00 PM Gaussian Processes - Johannes Kirschner (ETH Zurich) Mojmir Mutny (ETH Zürich)
6:00 PM Winery visit and wine tasting
Winery visit and wine tasting
6:00 PM - 7:30 PM
Wednesday, February 27, 2019

8:00 AM

8:00 AM - 8:45 AM
Room: OSGA/EG06

8:45 AM

8:45 AM - 9:00 AM
Room: OSGA/EG06
9:00 AM A decade of use of intelligent techniques in accelerators and overview of a new graduate program on the subject - Sandra Biedron (Element Aero and University of New Mexico)
A decade of use of intelligent techniques in accelerators and overview of a new graduate program on the subject
- Sandra Biedron (Element Aero and University of New Mexico)
9:00 AM - 9:30 AM
Room: OSGA/EG06
9:30 AM ESS Control System Machine Learning Project - Karin Rathsman (European Spallation Source ERIC)
ESS Control System Machine Learning Project
- Karin Rathsman (European Spallation Source ERIC)
9:30 AM - 10:00 AM
Room: OSGA/EG06
10:00 AM

10:00 AM - 10:30 AM
Room: OSGA Lobby
10:30 AM Update on recent optimisation / ML and modelling activities at the EuXFEL - Sergey Tomin (European XFEL) Raimund Kammering (Deutsches Elektronen-Synchrotron (DESY))
Update on recent optimisation / ML and modelling activities at the EuXFEL
- Sergey Tomin (European XFEL)
- Raimund Kammering (Deutsches Elektronen-Synchrotron (DESY))
10:30 AM - 11:00 AM
Room: OSGA/EG06
11:00 AM Some ML approaches for low emittance storage rings - Ilya Agapov (DESY)
Some ML approaches for low emittance storage rings
- Ilya Agapov (DESY)
11:00 AM - 11:30 AM
Room: OSGA/EG06
11:30 AM Machine Learning Platform for Accelerator Controls - Chungming Chu (Institute of High Energy Physics)
Machine Learning Platform for Accelerator Controls
- Chungming Chu (Institute of High Energy Physics)
11:30 AM - 12:00 PM
Room: OSGA/EG06
12:00 PM

12:00 PM - 1:30 PM
Room: OASE PSI Restaurant
1:30 PM Fast and Safe Parameter Tuning of SwissFEL using Bayesian Optimization - Johannes Kirschner (ETH Zurich)
Fast and Safe Parameter Tuning of SwissFEL using Bayesian Optimization
- Johannes Kirschner (ETH Zurich)
1:30 PM - 2:00 PM
Room: OSGA/EG06
2:00 PM Feedback Design for Control of the Micro-Bunching Instability based on Reinforcement Learning - Tobias Boltz (KIT)
Feedback Design for Control of the Micro-Bunching Instability based on Reinforcement Learning
- Tobias Boltz (KIT)
2:00 PM - 2:30 PM
Room: OSGA/EG06
2:30 PM Automatic performance optimisation and first steps towards reinforcement learning at the CERN Low Energy Ion Ring - Simon Hirlaender (CERN)
Automatic performance optimisation and first steps towards reinforcement learning at the CERN Low Energy Ion Ring
- Simon Hirlaender (CERN)
2:30 PM - 3:00 PM
Room: OSGA/EG06
3:00 PM

3:00 PM - 3:30 PM
Room: OSGA Lobby
3:30 PM Using Gaussian Processes to target the injection boundary in laser-plasma simulations - Remi Lehe (LBNL)
Using Gaussian Processes to target the injection boundary in laser-plasma simulations
- Remi Lehe (LBNL)
3:30 PM - 4:00 PM
Room: OSGA/EG06
4:00 PM Machine Learning and Tuning of the CLIC Final Focus System - Jim Alexander Ogren (CERN)
Machine Learning and Tuning of the CLIC Final Focus System
- Jim Alexander Ogren (CERN)
4:00 PM - 4:30 PM
Room: OSGA/EG06
4:30 PM AI and optimisation at BESSYII - Luis Vera Ramirez (HZB)
AI and optimisation at BESSYII
- Luis Vera Ramirez (HZB)
4:30 PM - 5:00 PM
Room: OSGA/EG06
5:00 PM Bayesian Optimization for Online FEL Tuning at LCLS - Joseph Duris (SLAC)
Bayesian Optimization for Online FEL Tuning at LCLS
- Joseph Duris (SLAC)
5:00 PM - 5:30 PM
Room: OSGA/EG06
5:30 PM

5:30 PM - 7:30 PM
Room: Auditorium WHGA/001

Apéro riche
Apéro riche
5:30 PM - 7:00 PM
Room: Auditorium WHGA/001
Thursday, February 28, 2019
9:00 AM Machine Learning - Optimizing beam lifetimes in the LHC - Loic Thomas Davies Coyle (CERN)
Machine Learning - Optimizing beam lifetimes in the LHC
- Loic Thomas Davies Coyle (CERN)
9:00 AM - 9:30 AM
Room: OSGA/EG06
9:30 AM Machine Learning Based Surrogate Models for Beam Dynamics - Auralee Edelen (SLAC National Accelerator Laboratory)
Machine Learning Based Surrogate Models for Beam Dynamics
- Auralee Edelen (SLAC National Accelerator Laboratory)
9:30 AM - 10:00 AM
Room: OSGA/EG06
10:00 AM Methods for data-cleaning - Jonathan Edelen (RadiaSoft)
Methods for data-cleaning
- Jonathan Edelen (RadiaSoft)
10:00 AM - 10:30 AM
Room: OSGA/EG06
10:30 AM

10:30 AM - 11:00 AM
Room: OSGA Lobby
11:00 AM Towards Safe Reinforcement Learning - Andreas Krause (ETHZ)
Towards Safe Reinforcement Learning
- Andreas Krause (ETHZ)
11:00 AM - 12:00 PM
Room: OSGA/EG06
12:00 PM Discussion
Discussion
12:00 PM - 12:30 PM
Room: OSGA/EG06

12:30 PM

12:30 PM - 2:00 PM
Room: OASA Restaurant
2:00 PM Analysis of SPEAR3 injection history data with neural network - Xiaobiao Huang (SLAC)
Analysis of SPEAR3 injection history data with neural network
- Xiaobiao Huang (SLAC)
2:00 PM - 2:30 PM
Room: OSGA/EG06
2:30 PM Application of machine learning in lattice design and correction - Yongjun Li (BNL)
Application of machine learning in lattice design and correction
- Yongjun Li (BNL)
2:30 PM - 3:00 PM
Room: OSGA/EG06
3:00 PM

3:00 PM - 3:30 PM
Room: OSGA Lobby
3:30 PM SRF Fault Classification using Machine Learning - Chris Tennant (Jefferson Laboratory)
SRF Fault Classification using Machine Learning
- Chris Tennant (Jefferson Laboratory)
3:30 PM - 4:00 PM
Room: OSGA/EG06
4:00 PM Classification of LHC beam mode transition from beam loss data - Gianluca Valentino (University of Malta)
Classification of LHC beam mode transition from beam loss data
- Gianluca Valentino (University of Malta)
4:00 PM - 4:30 PM
Room: OSGA/EG06
4:30 PM Anomaly detection for beam transfer installations - Pieter Van Trappen (CERN)
Anomaly detection for beam transfer installations
- Pieter Van Trappen (CERN)
4:30 PM - 5:00 PM
Room: OSGA/EG06
5:00 PM Machine Learning at the SNS accelerator - Willem Blokland (ORNL)
Machine Learning at the SNS accelerator
- Willem Blokland (ORNL)
5:00 PM - 5:30 PM
Room: OSGA/EG06
5:30 PM Bayesian Methods for Anomaly Detection - Ayla Nawaz (DESY)
Bayesian Methods for Anomaly Detection
- Ayla Nawaz (DESY)
5:30 PM - 6:00 PM
Room: OSGA/EG06
6:00 PM

6:00 PM - 8:00 PM
Room: OASE PSI Restaurant
Friday, March 1, 2019

9:00 AM SwissFel and HIPA
SwissFel and HIPA
9:00 AM - 12:00 PM

12:00 PM

12:00 PM - 1:30 PM
Room: OASE Restaurant

1:30 PM

1:30 PM - 3:00 PM
Room: OSGA/EG06

3:00 PM departure for optional ski weekend in the Swiss mountains
departure for optional ski weekend in the Swiss mountains
3:00 PM - 4:00 PM
Room: OSGA/EG06

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