Machine-learning-assisted beam tuning at FRIB

Facility for Rare Isotope Beams (FRIB) requires diverse primary ion species beams to produce rare isotopes. The beam tuning time can be reduced by employing Machine Learning (ML) techniques. In this presentation, we aim to explore practical perspectives on shortening beam tuning time. Specifically, we discuss customization of Bayesian Optimization for maximum beam time utilization, and virtual diagnostics that are currently under development.

Institutions

Publication Details

Journal
JACOW
Published
2024-10-25
DOI
https://doi.org/10.18429/jacow-linac2024-thxa004
Citations
1
Primary Topic
Environmental DNA in Biodiversity Studies
Type
article
Field-Weighted Citation Impact
0.46
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Machine-learning-assisted beam tuning at FRIB

1 citations
JACOW
Environmental DNA in Biodiversity Studies
0.46
article

Machine-learning-assisted beam tuning at FRIB

article en
1 citations

Abstract

Facility for Rare Isotope Beams (FRIB) requires diverse primary ion species beams to produce rare isotopes. The beam tuning time can be reduced by employing Machine Learning (ML) techniques. In this presentation, we aim to explore practical perspectives on shortening beam tuning time. Specifically, we discuss customization of Bayesian Optimization for maximum beam time utilization, and virtual diagnostics that are currently under development.

JACOW
Facility for Rare Isotope Beams, Michigan State University (US)
Openalex Percentile: Top 26%
Environmental DNA in Biodiversity Studies
0.46
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Machine-learning-assisted beam tuning at FRIB · JACOW (2024) | TGRS Research Map | TGRS