NAPAC25 - North American Particle Accelerator Conference 2025

Session

Beam Instrumentation, Controls, AI/ML, and Operational Aspects (Invited)

THXN

14 Aug 2025, 09:00

SAFE Credit Union Convention Center

38. Advanced ML methods for beam tuning at FRIB (THXN01)

Kilean Hwang (Facility for Rare Isotope Beams)

14/08/2025, 09:00

MC6 - Beam Instrumentation, Controls, AI/ML, and Operational Aspects

Invited Oral Presentation

Experiments with rare isotope beams at FRIB are highly time-constrained, making rapid setup and delivery of high-quality ion beams critical to maximizing scientific output. The Bayesian framework is particularly well-suited for this challenge, offering sample-efficient optimization, principled incorporation of prior knowledge, and uncertainty-aware inference. In particular, Bayesian...