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3rd ICFA Beam Dynamics Mini-Workshop on Machine Learning Applications for Particle Accelerators (Chicago, IL - Palmer House Hilton)

1โ€“4 Nov 2022
Chicago, IL
US/Central timezone

Workshop Coordinator

Session

Poster Session (cold drinks and snacks)

2 Nov 2022, 16:45
4th Floor Exhibit Hall

4th Floor Exhibit Hall

Presentation materials

There are no materials yet.
155. Classification and Prediction of Superconducting Magnet Quenches
Joshua Curtis-Einstein (RadiaSoft, LLC)
02/11/2022, 16:45
Poster
128. Beam Loss Disentangling Model Hyperparameter Tuning Methods
Isaiah Jones (Northwestern University)
02/11/2022, 16:47
Poster
129. Graph Embeddings for CEBAF Operations: Progress and Future Plans
Chris Tennant (Jefferson Laboratory)
02/11/2022, 16:49
Poster
130. Emittance Measurement Speedup with Machine Learning at the Coherent electron Cooling Experiment at RHIC
Weijian Lin (Cornell Univ.)
02/11/2022, 16:51
Poster
131. Machine Learning for Beam Emittance Measurement and Aberration Correction of an Electron Microscope
Desheng Ma (member@cornell.edu;alum@cornell.edu;student@cornell.edu)
02/11/2022, 16:53
Poster
132. Enhancing UED temporal resolution with time-stamping virtual diagnostics
FREDERICK CROPP (UCLA)
02/11/2022, 16:55
Poster
133. Analysis and Visualisation of Transverse beam properties at the European XFEL
Raimund Kammering (Deutsches Elektronen-Synchrotron DESY)
02/11/2022, 16:57
Poster
134. Muon monitor signal to predict NuMI beam parameters and horn current by applying Machine Learning techniques
Don Athula Wickremasinghe
02/11/2022, 16:59
Poster
135. Relating Initial Distribution to Beam Loss on the Front End of a Heavy-Ion Linac Using Machine Learning
Anthony Tran (student@msu.edu;member@msu.edu)
02/11/2022, 17:01
Poster
136. Machine learning-based surrogate model construction for optics matching at the European XFEL
Zihan Zhu (DESY)
02/11/2022, 17:03
Poster
137. An Efficient Classifier-Based Surrogate Assisted Evolutionary Algorithm
Christopher Pierce (member@cornell.edu;alum@cornell.edu;student@cornell.edu)
02/11/2022, 17:05
Poster
138. Image Segmentation for Automated Sample Alignment in Neutron Scattering Experiments
M. Henderson (RadiaSoft, LLC)
02/11/2022, 17:07
Poster
139. Optimization of dynamic aperture for the Electron-Ion Collider
Daniel Marx
02/11/2022, 17:09
Poster
154. BPM measurement prediction based on HOM signals using Machine Learning
Jorge Diaz Cruz (University of New Mexico)
02/11/2022, 17:11
Poster
141. Updates on the surrogate model design for MUED
Salvador Sosa (UNM)
02/11/2022, 17:13
Poster
142. Prospects for Machine Learning and Pulse Shaping in the Scorpius Accelerator
E.R. Scott (NNSS)
02/11/2022, 17:15
Poster
143. Exploring and Applying Different Machine Learning Techniques in a Synchrotron
Bohong Huang (Stony Brook University)
02/11/2022, 17:17
Poster
145. Neural Network Surrogate Priors for Efficient Bayesian Optimization
Ryan Roussel (SLAC National Laboratory)
02/11/2022, 17:21
Poster
146. Longitudinal Phase Space Manipulation at the LCLS using Neural Networks and Bayesian Optimization
Auralee Edelen (SLAC)
02/11/2022, 17:23
Poster
147. Learning-based Optimisation of Particle Accelerators Under Partial Observability Without Real-World Training
Jan Kaiser (Deutsches Elektronen-Synchrotron DESY)
02/11/2022, 17:25
Poster
148. APPLICATIONS OF MACHINE LEARNING IN PHOTO-CATHODE INJECTORS
Aasma Aslam
02/11/2022, 17:27
Poster
149. Xopt: A Simplified Framework for Optimization of Arbitrary Problems using Advanced Algorithms
Ryan Roussel (SLAC National Laboratory)
02/11/2022, 17:29
Poster
150. Fast THz Radiation Optimization for Linear Accelerator using Surrogate Model
Chenran Xu (member@kit.edu;employee@kit.edu)
02/11/2022, 17:31
Poster
151. Automatic Optimization of X-ray Free-Electron Laser at SACLA
Hirokazu Maesaka (Spring8)
02/11/2022, 17:33
Poster
152. A Smart Alarm for the CEBAF Injector
Chris Tennant (Jefferson Laboratory)
02/11/2022, 17:35
Poster
153. Continuous Anomaly Detection and Labeling for the Fermilab Linac
Jason St. John (Fermilab)
02/11/2022, 17:37
Poster
156. Apply Machine Learning in Orbit Control and Accelerator Stabilization
Zeyu Dong (Stony Brook University)
02/11/2022, 17:39
Poster
157. Machine Learning to Support the ATLAS Linac Operations at Argonne
Brahim Mustapha (ANL)
02/11/2022, 17:41
Poster
158. Design Optimization and In Situ Surrogate Modeling Activities in the Beam, Plasma & Accelerator Simulation Toolkit (BLAST)
Axel Huebl (Lawrence Berkeley National Laboratory)
02/11/2022, 17:43
Poster
159. Data-Driven Chaos Indicators for Beam Dynamics
Robert Rainer (Brookhaven National Laboratory)
02/11/2022, 17:45
Poster
140. Data-driven modelling of laser-plasma experiments enabled by large datasets
Andre Antoine (University of Michigan)
Poster
144. Design Optimization and In Situ Surrogate Modeling Activities in the Beam, Plasma & Accelerator Simulation Toolkit (BLAST)
Alex Huebl (LBNL)
Poster
127. ML Experience gained at BESSY II
Pierre Schnizer (BESSY II)
Poster
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