2nd ICFA Workshop on Machine Learning for Charged Particle Accelerators
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Europe/Zurich
OSGA/EG06 (Villigen PSI)
OSGA/EG06
Villigen PSI
East Area
Andreas ADELMANN
Description
We are pleased to announce the second ICFA Workshop on Machine Learning (ML)
The goal of this workshop series is to build a world-wide community of researchers interested in applying machine learning techniques to paritcle accelerators. Machine Learning for acccelerator science will include both accelerator physicists and computer scientists. This workshop has the following goals:
- collect and unify the community's understanding of the relevant state-of-the-art ML techniques
- provide simple tutorials covering machine learning for accelerator physicists and engineers
- seed collaborations between laboratories, academia and industry
Given the early state of machine learning at accelerator facilities, we will place a heavy emphasis on discussions, collaboration planning and poster sessions, with only a few general presentations.
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08:00
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09:00
Registration OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaWelcome desk open, registration, name badges
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09:00
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10:45
Tutorial OSGA/EG06
OSGA/EG06
Villigen PSI
East Area-
09:00
Introduction to the Computing Environment 15mSpeakers: Jon Edelen (Radiasoft), Robert Nagler (Radiasoft)
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09:15
Data Analysis and Regression 1h 30mSpeaker: Jochem Snuverink (PSI)
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09:00
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10:45
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11:00
Coffee Break OSGA/EG06
OSGA/EG06
Villigen PSI
East Area -
11:00
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12:30
Tutorial OSGA/EG06
OSGA/EG06
Villigen PSI
East Area- 11:00
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12:30
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13:30
Lunch OASE Restaurant
OASE Restaurant
Villigen PSI
East Area -
13:30
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15:30
Tutorial OSGA/EG06
OSGA/EG06
Villigen PSI
East Area-
13:30
Unsupervised Learning & Clustering 1hSpeaker: Gianluca Valentino (University of Malta)
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14:30
Toy Optics model 1hSpeaker: Auralee Edelen (SLAC National Accelerator Laboratory)
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13:30
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15:30
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16:00
Coffee Break OSGA Lobby
OSGA Lobby
Villigen PSI
East Area -
16:00
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17:30
Tutorial OSGA/EG06
OSGA/EG06
Villigen PSI
East Area-
16:00
Gaussian Processes 1h 30mSpeakers: Johannes Kirschner (ETH Zurich), Mojmir Mutny (ETH Zürich)
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16:00
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18:00
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19:30
Social Event: Winery visit and wine tasting Hotel Restaurant Zum Sternen
Hotel Restaurant Zum Sternen
Würenlingen
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08:00
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09:00
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08:00
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08:45
Registration OSGA/EG06
OSGA/EG06
Villigen PSI
East Area -
08:45
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09:00
Welcome OSGA/EG06
OSGA/EG06
Villigen PSI
East Area -
09:00
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09:30
A decade of use of intelligent techniques in accelerators and overview of a new graduate program on the subject 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Sandra Biedron (Element Aero and University of New Mexico) -
09:30
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10:00
ESS Control System Machine Learning Project 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Karin Rathsman (European Spallation Source ERIC) -
10:00
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10:30
Coffee Break OSGA Lobby
OSGA Lobby
Villigen PSI
East Area -
10:30
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11:00
Update on recent optimisation / ML and modelling activities at the EuXFEL 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeakers: Raimund Kammering (Deutsches Elektronen-Synchrotron (DESY)), Sergey Tomin (European XFEL) -
11:00
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11:30
Some ML approaches for low emittance storage rings 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Ilya Agapov (DESY) -
11:30
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12:00
Machine Learning Platform for Accelerator Controls 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Chungming Chu (Institute of High Energy Physics) -
12:00
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13:30
Lunch OASE PSI Restaurant
OASE PSI Restaurant
Villigen PSI
East Area -
13:30
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14:00
Fast and Safe Parameter Tuning of SwissFEL using Bayesian Optimization 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Johannes Kirschner (ETH Zurich) -
14:00
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14:30
Feedback Design for Control of the Micro-Bunching Instability based on Reinforcement Learning 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Tobias Boltz (KIT) -
14:30
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15:00
Automatic performance optimisation and first steps towards reinforcement learning at the CERN Low Energy Ion Ring 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Simon Hirlaender (CERN) -
15:00
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15:30
Coffee Break OSGA Lobby
OSGA Lobby
Villigen PSI
East Area -
15:30
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16:00
Using Gaussian Processes to target the injection boundary in laser-plasma simulations 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Remi Lehe (LBNL) -
16:00
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16:30
Machine Learning and Tuning of the CLIC Final Focus System 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Jim Alexander Ogren (CERN) -
16:30
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17:00
AI and optimisation at BESSYII 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Luis Vera Ramirez (HZB) -
17:00
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17:30
Bayesian Optimization for Online FEL Tuning at LCLS 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Dr Joseph Duris (SLAC) -
17:30
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19:30
Poster Session Auditorium WHGA/001
Auditorium WHGA/001
Villigen PSI
East Area -
17:30
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19:00
Social Event: Apéro riche Auditorium WHGA/001
Auditorium WHGA/001
Villigen PSI
East Area
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08:00
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08:45
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09:00
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09:30
Machine Learning - Optimizing beam lifetimes in the LHC 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Loic Thomas Davies Coyle (CERN) -
09:30
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10:00
Machine Learning Based Surrogate Models for Beam Dynamics 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Auralee Edelen (SLAC National Accelerator Laboratory) -
10:00
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10:30
Methods for data-cleaning 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Jonathan Edelen (RadiaSoft) -
10:30
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11:00
Coffee Break OSGA Lobby
OSGA Lobby
Villigen PSI
East Area -
11:00
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12:00
Towards Safe Reinforcement Learning 1h OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Prof. Andreas Krause (ETHZ) -
12:00
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12:30
Discussion 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East Area -
12:30
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14:00
Lunch OASA Restaurant
OASA Restaurant
Villigen PSI
East Area -
14:00
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14:30
Analysis of SPEAR3 injection history data with neural network 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Xiaobiao Huang (SLAC) -
14:30
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15:00
Application of machine learning in lattice design and correction 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Yongjun Li (BNL) -
15:00
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15:30
Coffee Break OSGA Lobby
OSGA Lobby
Villigen PSI
East Area -
15:30
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16:00
SRF Fault Classification using Machine Learning 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Chris Tennant (Jefferson Laboratory) -
16:00
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16:30
Classification of LHC beam mode transition from beam loss data 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Gianluca Valentino (University of Malta) -
16:30
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17:00
Anomaly detection for beam transfer installations 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Pieter Van Trappen (CERN) -
17:00
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17:30
Machine Learning at the SNS accelerator 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Willem Blokland (ORNL) -
17:30
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18:00
Bayesian Methods for Anomaly Detection 30m OSGA/EG06
OSGA/EG06
Villigen PSI
East AreaSpeaker: Ayla Nawaz (DESY) -
18:00
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20:00
Dinner OASE PSI Restaurant
OASE PSI Restaurant
Villigen PSI
East AreaOASE PSI Restaurant
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09:00
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09:30
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09:00
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12:00
PSI Tour: SwissFel and HIPA
visit of SwissFEL Facility
visit of HIPA: Particle Beams, Accelerator Complex -
12:00
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13:30
Lunch OASE Restaurant
OASE Restaurant
Villigen PSI
East Area -
13:30
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15:00
Summary OSGA/EG06
OSGA/EG06
Villigen PSI
East Area -
15:00
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16:00
Social Event: departure for optional ski weekend in the Swiss mountains OSGA/EG06
OSGA/EG06
Villigen PSI
East Area
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09:00
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12:00