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